{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Poisson Image Editing\n",
    "\n",
    "In this notebook, the [poisson image editing](https://www.cs.virginia.edu/~connelly/class/2014/comp_photo/proj2/poisson.pdf) paper is implemented and studied. Possion image editting is ...\n",
    "\n",
    "Our goal is to extract the Statue of Liberty from this image (the source image):\n",
    "![The Statue of Liberty.](./figs/example1/source1.jpg)\n",
    "\n",
    "And merge it to the target image:\n",
    "![The ocean.](./figs/example1/target1.jpg)\n",
    "\n",
    "The `./figs/mask1.jpg` is used to extract the Statue of Liberty part out from `./figs/source1.jpg`. This mask is a black and white image. When we apply it to `source1.jpg`, we'll filter out everything except for the Statue of Liberty and a little bit surrounding area. I will discuss how to generate this mask later. If we merge the extracted part directly to our target image, then we'll get:\n",
    "![Direct merge.](./figs/example1/direct_merge1.png)\n",
    "\n",
    "We can see apparently the statue is from another image. Note even if the mask is perfect, the result still won't be ideal, the boundary of the two images can be easily identified. Poisson image editing can be used to seamlessly blend these two images. \n",
    "\n",
    "When we directly merge the two image, we set the pixels in the merging region of the target image to be those of the source image. The pixel values accross the boundary will have sharp changes. One way is to set a transition region and make the pixel values change smoothly from one image to the other. In this way, the boundary will become less visible, but the colors and lighting will still be unnatural since we didn't make any changes outside this transition region around the boundary. \n",
    "\n",
    "Instead of copy-and-past, we interpolate the copied region by solving the Poisson equation. More specifically, Eq. (10) in [Pérez 2003] is used here for seamless cloning. Let $\\mathbf{f}$ be the pixel values in the region to paste (which is what we're trying to solve), let $\\mathbf{g}$ be the corresponding region in the source image. Instead of letting $\\mathbf{f}=\\mathbf{g}$, we let $\\nabla \\mathbf{f} = \\nabla \\mathbf{g}$, and let the pixel values on the boundary to be the same as those from the target image. In this way, the pixel values $\\mathbf{f}$'s distribution is \"guided\" by the source image, and gradually blends to the target image on the boundary. More rigorous derivations can be found in [Pérez 2003], the main idea is to let the pixel values be the same on the boundary, and find a distribution that resembles the source image and changes to the target image smoothly.  \n",
    "\n",
    "The only technical difficulty is to implement the Laplacian operator. [This](https://en.wikipedia.org/wiki/Discrete_Poisson_equation) is a good reference. We first build the matrix $\\mathbf{D}$, then build matrix $\\mathbf{A}$ by setting $\\mathbf{D}$ as block diagonal element, and set the $\\mathbf{I}$'s: \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[ 4., -1.,  0., -1.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [-1.,  4., -1.,  0., -1.,  0.,  0.,  0.,  0.],\n",
       "        [ 0., -1.,  4.,  0.,  0., -1.,  0.,  0.,  0.],\n",
       "        [-1.,  0.,  0.,  4., -1.,  0., -1.,  0.,  0.],\n",
       "        [ 0., -1.,  0., -1.,  4., -1.,  0., -1.,  0.],\n",
       "        [ 0.,  0., -1.,  0., -1.,  4.,  0.,  0., -1.],\n",
       "        [ 0.,  0.,  0., -1.,  0.,  0.,  4., -1.,  0.],\n",
       "        [ 0.,  0.,  0.,  0., -1.,  0., -1.,  4., -1.],\n",
       "        [ 0.,  0.,  0.,  0.,  0., -1.,  0., -1.,  4.]])"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import scipy.sparse\n",
    "\n",
    "def laplacian_matrix(n, m):   \n",
    "    mat_D = scipy.sparse.lil_matrix((m, m))\n",
    "    mat_D.setdiag(-1, -1)\n",
    "    mat_D.setdiag(4)\n",
    "    mat_D.setdiag(-1, 1)\n",
    "        \n",
    "    mat_A = scipy.sparse.block_diag([mat_D] * n).tolil()\n",
    "    \n",
    "    mat_A.setdiag(-1, 1*m)\n",
    "    mat_A.setdiag(-1, -1*m)\n",
    "    \n",
    "    return mat_A\n",
    "\n",
    "laplacian_matrix(3, 3).todense()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now our equation becomes:    \n",
    "$\\mathbf{Af} = \\mathbf{Ag}$, inside the region;    \n",
    "$\\mathbf{f} = \\mathbf{t}$, outside the region.\n",
    "\n",
    "where $\\mathbf{g}$ is the pixel value of the source image, $\\mathbf{t}$ is the pixel value of the target image. \n",
    "\n",
    "Now we are ready to implement our Poisson editting algorithm. First, we load the images and the masks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Source image size: (388, 600)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target image size: (450, 600)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mask size: (450, 600)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from os import path\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "scr_dir = 'figs/example1'\n",
    "source = cv2.imread(path.join(scr_dir, \"source1.jpg\")) \n",
    "target = cv2.imread(path.join(scr_dir, \"target1.jpg\"))\n",
    "mask = cv2.imread(path.join(scr_dir, \"mask1.png\"), cv2.IMREAD_GRAYSCALE) \n",
    "offset = (0, 66)\n",
    "\n",
    "print('Source image size:', source.shape[:-1])\n",
    "plt.imshow(source[:,:,::-1]) # this is a trick to display the image in here \n",
    "plt.show()\n",
    "print('Target image size:', target.shape[:-1])\n",
    "plt.imshow(target[:,:,::-1])\n",
    "plt.show()\n",
    "print('Mask size:', mask.shape)\n",
    "plt.imshow(mask, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note the mask tells us what region to extract from the source image, when we insert to the target image, we may want to translate it, so we need an offset parameter. In here, I set the offset value directly, I'll talk about how to find the desired value later. \n",
    "\n",
    "Now we translate the source image according to the offset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Source image size: (450, 600)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_max, x_max = target.shape[:-1]\n",
    "y_min, x_min = 0, 0\n",
    "x_range = x_max - x_min\n",
    "y_range = y_max - y_min\n",
    "\n",
    "M = np.float32([[1, 0, offset[0]], [0, 1, offset[1]]])\n",
    "source = cv2.warpAffine(source, M, (x_range, y_range))\n",
    "\n",
    "print('Source image size:', source.shape[:-1])\n",
    "plt.imshow(source[:,:,::-1]) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert the mask's value to {0, 1} (it was {0, 255}): "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = mask[y_min:y_max, x_min:x_max]\n",
    "mask[mask != 0] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to generate the matrix $\\mathbf{A}$. First, apply our function to get the Laplacian matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat_A = laplacian_matrix(y_range, x_range)\n",
    "laplacian = mat_A.tocsc()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We only want to apply the Laplacian operator inside the blending region, so for the outside part, we set it to identity. Note for each row in mat_A, if it takes the Laplacian, then the row will have a \"4\" on the diagonal and four \"-1\", so to set it to identity, we want to set the \"4\" to \"1\", and the rest to \"0\":"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "for y in range(1, y_range - 1):\n",
    "    for x in range(1, x_range - 1):\n",
    "        if mask[y, x] == 0:\n",
    "            k = x + y * x_range\n",
    "            mat_A[k, k] = 1\n",
    "            mat_A[k, k + 1] = 0\n",
    "            mat_A[k, k - 1] = 0\n",
    "            mat_A[k, k + x_range] = 0\n",
    "            mat_A[k, k - x_range] = 0\n",
    "mat_A = mat_A.tocsc()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.sparse.linalg import spsolve\n",
    "\n",
    "mask_flat = mask.flatten()    \n",
    "for channel in range(source.shape[2]):\n",
    "    source_flat = source[y_min:y_max, x_min:x_max, channel].flatten()\n",
    "    target_flat = target[y_min:y_max, x_min:x_max, channel].flatten()        \n",
    "\n",
    "    # inside the mask:\n",
    "    # \\Delta f = div v = \\Delta g       \n",
    "    alpha = 1\n",
    "    mat_b = laplacian.dot(source_flat)*alpha\n",
    "\n",
    "    # outside the mask:\n",
    "    # f = t\n",
    "    mat_b[mask_flat == 0] = target_flat[mask_flat == 0]\n",
    "    \n",
    "    x = spsolve(mat_A, mat_b)    \n",
    "    x = x.reshape((y_range, x_range))\n",
    "    x[x > 255] = 255\n",
    "    x[x < 0] = 0\n",
    "    x = x.astype('uint8')\n",
    "    \n",
    "    target[y_min:y_max, x_min:x_max, channel] = x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6zttvN74TzhT3SD1yCOBd6ewrz8AZgSSYhHUxSo2/VyVS6d5w7+lkGn5K8oZYfZ3A2FqLCHMQMiKCa8X6imrFvedqFw9nqmWcejPgxiWuTQ84rxRGvOzicfye2GvvQSKtK2450fqKPV8BSyeUOCgMBB9NNj8cdk6gDWpQXAo6n3AKaInPSkRGU62Jlb1c1WugdVuE39zoy7JFoq2n8dXCNM/U08zpFJjv8/Mjj4+x+A0H2pZlx9jWWCx0KCQSrigSk7f1jhSgGE4JvBCj9RtvH17x2dsHfuWX3vL523te3Z+ZS0yk94/OU7/S2kI9VU6vTpQJenO6GjKfeZCVqcz86i99j0sp3CvMBNYkQHEoMuRW8axGPOhUHEExGoopLGf4p37wCpnvaJc3PLz+EQ+ffeDdN+/55us/pLcr/drw5pi0nSHP+zoWX4Bb34MDSbzRU1VCUYoWtAguE9ZuFIuJ392TKPONaAn4KnBi0XAS/SfogzQXdHEFiSwnMHeLRdNWrC1b8DBggvEscUcOpNdwQu6RSUWWF9FvZMuGlop7Qlrd6dpBJlwiAxMsI9GXxHLHN+VJT5hADnjnuG8uSfZag0N2aGbb/RaJc+8krW8BlKoeZIZy+Pp24zvhTEWEMk0vfueezDtscs0Ax3VzIuPGxbRVvIcDowsmjkjn1p+2lEhEKIfIFHLV5CVbaXlOTT1apFqdQYCNlRW/xTEsIsQgDmTDeFwyMu0NzJDe8N6w1ui9xUTqBiUJMZmQwobpMgcOVueEEA6rrvvuHCWVC44mu6uYdRBYbI3F46PIXivgYcyrdbw35AAHzNOFaZ6Z05HGPbd0nFdut1tADe60JSJUksi4Xh831rgG8xNOIY8/K5RSqRRqOSNeuVzu+d73PuNXvviMX/nBW7744sTrV4EuqMPSABPW9UKdz5TiPC+wtI6sN06t8eZ8x0NVzqXwIMIbgTsPrWpyU5yOfFvGIgM/ty0ShwXDi2AiPHY4XxbuHyprf4XUM+fLK+7OJ663Dzw/P7MsC9YST8/P29adgHOTIMtTfmT55ZpOV0BqKCtUhNMklLagCksrO05/mDOiShmZUipLwg48ZFAKkg5RLdQnYk5rS0IP66aJxZ06z5AKzlIK6mG/Ve/zhsm2zntyFwOzlMyITNhIr+45XwheRLUitYBEJidJbY3PVcbZhW2+SgYF5o1uARdhTmfguZlhpZJHhFBGkOSyh6M0D1JX3NFBetER0W3O7eHczza+E84UEUo9/4RfJ0gtgkrIocgH5hISKMlIMBAW3RwMJP8phrkhLdKrxiHFN0NG5CtBHAQ7mSC8xyp6TBGqkjEdGInR+mA6M51LzFMzmt10eWtEANItmPzUe0ylYBbs6Ig8VRWbz4kB76vtfnPye0YtIZfqm+TPDxFQG0Se7Q71w7VRdIdATEBEmaYJVeXufOJ8d2E+n4Bwotc19ZLLglintVsw00tgpgporbDkIqMxYYrui18pU/5/Yj6fmOYT58uFN68/4wff/wu8eTtzeXUChffPnb5eaashnFm70pZgdW/e+dHXH7D+yJ12fu1u5nw58Su1cq/KPc4dTk7rFxFVEeUAT+7Zj1SKxRSveX+vAncXuOfMfF1xFtb1idY6p9OE28z1ek0bKbgbvbdg4V0CRsqIzWtoJVs6XfMRMQk3c7RrXpvncxiYe2fI345p6xH66t5eaIaPRNGGCQ5CyRrYQXaYWPvQs8azy8ixKDrd47qz7TD0yW1j+lV1e80gdDuyybp67xE5u2yRtGzpuu9whY+oPRxdwFtsxxE0nL9FEUsICYJDcAdrDXdFTannM56TU7qExAewtuIuVJfU3UpE7t9yfDecKezaNh8TO0B9gCp1n/BaMdVg5lTARxqlO77Innqf2PGeDQcF+pou0YbgfXfGhu/M/cBWMlpc15ZrLYjfwMPphpH5NklEhDZwSQtwIc4dxxFCLxuqSV440YGJusx4yUWjHET97NKYwHf7bpQMCUym6/k5xV+K9otOWHrejlPKno6q6kYiLVejW4v/J1NPW2MxWlesrfR1xfsaEiOMKj2JFmWuO5Y8zWculwun+wemaWI+3zFNE2/ePHB3d8f9+Q5V43pz1rairJg3rEMtHraxOLe20GwF6by63PG9s/Lr37vwdqp84RGNnlrgoVKjkmwjDSVE35lspvY0nMSaTLoPfZ1kxAXUs/PqzljfzlwuF4wTX3/1gXdffc2tR+Tc1iDfyqmiuWBOp93Gb6zIqhsuaC0UIyawEoupE9intyCtemv0vitY5nlOcf1I2SMSO91dNgLwyDMs17DR4kSG5EcBfTL+fcfijxHwyOhsenVwdglhACIJDez8WNjTISXHg01HC2IR2Axo44jjD9XJUcb0QoWju0ql4Jsk1WScNwKTiFzj8S1j0TLbsG3QLeN0PoIRv+X4bjhTUTyJJCNCc60FOYUluhRco4RxVD4N/ehIA2KM1fH4ddCspjMJEqBmalo38DowSfBumyCfoZP0kJIgsoH3a0Yk9HBYGy6jnnrXHmC8x4pMmQOP1ayKyhRvnqYNaig6bbIXq6d4TWKmRzC+D92g91gQbImI2kPQb22XiZSMDI4TZsAqkhNGD1VjALfbjdvtljpbCyw6lQ+SqWprLXHgdYv2pe5VOVOpTKeZWmZAKfPE5f6Bt59/zuvXr7m/v9+IrOXpmT98eqKejVqFz97ecb5oFhPE8tNb43pduV2fUF/43uuZX3248Ktvz3yhcAdUgblD7RrXWwo9ayoKsGik182FLnu5qBMSK9yQrHZrCk9FWROxnPXK/dk43Z3Reubu/sx8uWfRia6V9RpwhxBYslrfcEiASSe8LHipWHeoYTcjqgt2fqImputtZZWClDj/Tj7KJvXaVCrp/ftm645KoUrFcRqO6hzpfK2BkfeO9I6XHeP9GO+ttXLTc6TkslcdKbYVauz46u68NkeYAUaoHXZFy5gvtnETO7Y5CCjLyixHKTLs86W+duC2AQmWyPaGN4jUFDkUArg7Wocc6+CCjlnfzzi+G84U0Pm0YZoj5expKG2UNlJCcNsN2VbYQDriIbAZ2eYkCi+c6xiDgNpS6DTSWitWDLdkYXXJUssgcbCGNaW1xlw0daBgYzVWzcjGN0zINSVTMiNaN+wozq94KYHbqWSJXWjzgpSoiQfF62saZE0NqPWGWMGtIL6CF7wbGmsTNbHnwfDXXFzWnJy1VlTK5gDHGPLUoReM6plY1yk12deAF0Qrhd2JnuaoapnnmekcQvZgnITFjNvtyvU6M01TRmidvi5cbwsXK5xe3dEXx6pwnk/UqqkOMCZdubtT3s4Tv/xq5gcn+FyNB1EmRjFGnE4oLDgrEV4uFhDNCix0mgur6xahDx7CJ8EssOTnvtBRJnPuz4XT5QT1wrsb/M7vX/m9P/ohP/rwgaahLpmmCcWZBmnSd/ID6wRdU2CCScpOSBU2MXtFUVup00ydGuvaAgPPUVJ2tDkfHwTKSHcDXoCoHhJ3Sj1TJaLxmEuDMNqLRfcUf+cYRJXTdMI6W0XbwF5H9Z2PChlGtLkTnqNi6ehA4wN7kEuyM/EDchrk3McY8fj0MAoNasIAsvEJY0Fwd04tKhCDgI4o3Og7rlz26Nj+SYlMR1gfFUMRJSHDuUiK4UMfVyRkTJ6TcMiYNjxnPDQVehc8NX1HZ3pMZSLdDmfgIpnCBsaEe2KPiW+SUWZviGWdczo4Gw77IIeKBzV0dIVSz7ho4Ibb6xODEraJISksrvWEEFKtZhn9yoAiShjkhhc5UXJtO+kxDCS/iwh9XHNWzIxJsxnVgFgyU4BID00Eb2nQYkAPaU9+lhCOly29L6VENFIrwRMYuHD78J7nxw+8e/eOV68euL+/5zzPiDun04lX5zvu7y989tlr7u6F+0uIGtoahN35deFhqnxxUj6fnFcKs4A0YzXw9hzPYpqYShASBjQKTTpXnNWdZzMWEVZvSVJEKoxryHe00FRZfaJ1Y6oTlzkc8Y8e4ff/4AN//7d/n6++fsLcqVPYaCmFUy4Sva/0te39Iboha9yPZhYLXKavaBRSlFKpRZn1juKNvjaut/VFGemQXW09FUSoc0HN0NoPkWLghO7OUD4N+KeOuSC7oxu1+chBl2mOtiy9tI5keatjG5+wAcNE6jzNh0ISfxkVDpscafsgtMa8HHOzmx0KcmLu24atEsUCEoQ0ZcAF43e5olo6dh1MfotKyOFbZKW7bVDetx3fCWeKO/12hSxhVBGkVkaHIizwGfEgjKbESpBxwwOwdrNd8OABUEsLzPRFGJ8G4+5Y1qbbaC6ypRqZ3g9n7QTekxGr96gMIcXxRYNcGE1NgD111qiOIpu1ZFF+4K199BVIMqBIqhQKzTtkfLstBNa2VXSkRGaNtix7pOC+AfZbOaNEyjzKaldGuWKuzuab8wewlJ8UBJ1qSHaKUghWeItuSkW8MqVgXTzKYEeKSEIMy7rQ1r6VAj+vK4tZ3O/Xr5lKYVLBROlNWJfGOheWCufZeP1QuZsrbz0Y+QfgziXFTGyLjZWJtcC1FlpKdp7deOwrz73zaMICLCUyn57wCebMWGQGiYp3YHW4lcIq8PUzfP1h5Q++esc//N2vuF07c51i8ZgUTHZMWjRKH6c9fa4ZzffeITMjkRKrhcdzL9PMVBQ1o7hAVdSE5tc4bjb8qJkVDSfbcbRW5un8wt7XNeyhuG12cSwfHUqL1hq17Ivw8et6vf7YlB0MfVQkajrhsMujHGyQbJsUSXYiSUWxsqf4/TD3zMZ8Tye7kcqaXAmo6BadIjvEMeRUV90dvI/3ekImFqTT5m9UuP00//SnHN8NZypC1UItJdq31YKWEmWYIqiF2BgPgmNNVhxrKU0mIsduW5naWGmmXUS4Dw+tY/w6UuuBU4bo3DenJIdVS7KuOUS/fYcaJLHcdLhl2tn3PQVJ2Zayyb3wmLYdR93x1mhZWQLJhh5IKchyOhTzJTWsPbWyURM9Isw6GpYcqqTKgBPcKaeyR8cfpVMighTZUrWCxIRXp4hjLZxFF6AbKiG8LykFm9Q3zG08i9qUJo1prjhRXmsuPN8W+PDI5XTm7nxBS0XrxNJW6mrcXSamqVKzCcjJVi46MYnEJSWRVOZpPFrWbDRS01HcEG4oz+K8l0JHWLVwE00SIur2Z2/7fUjh1HNvvGudZ3ceH098/c0T3zyu3BanlImCUydH1OiWZMraUCUqmg6VUEtv1F4oRZjJJjgjiqLgPljueE30kijULjCHEw5FxF5ZpRq2UopsuP+RdacGtl1GtCpGTRXKqAJUa2ip3G7hxEZG5lmwcrSRgbmrjKKaEtppO4SY7NnmiJ6PkXU4sJKyv9MhKNgj7YGbujs9F3xUIgp1TWVPZH0qitRCZYeqxByvo9fAmMuZwSUnIjmX3ewnKHT/7OM74UyLKq/Op8ATZXR2sk0sbKQ0xIIImY46vo2d1kjrDjiMu8N6KP+0LJcD6paO77fRJOrWA0caNbsHkbX7xkTG+vbS0HpiMa2tEZXUQpFKLTOlTHSPFFsk9aGabPKhZHaMEflBOMze4lzP16d00LG6D5XB5bRLy7bVVoTzNL9IwTcpjf5k83HLDkbrjnG1w3EpQikTa38OMk2i5n50LxqNYcxl6yJV64nppGg95STYyRaTiefmuBpffbjxeLsyfaPMk3Ce4DzD/UX5/sOZN68uvL43TpczMk+IFK63ztMK//BHH1h6Zy3O3d0dbx/uuZxBKtwc3jf45ur84Yd3fHi6Us8BY1zOE8VDKlTKxKhOUlUWc663hafFcT3xtKzgM5dS+eLhxDeSUjEz2nKj+5rvT9xx2EUPzJ30J1UD96uSVWUDV7WGm+AmWCmITrg6chJkFUr14AJ0LyvenJCwtWoMZ5QR8BTly31paPZJEAfxHlmBdbpHFC1zhCZD1D8ggvvTsfFJy56tjbbsjvIojA9NdGZFFvrTYz39sG+AtY35FTKsAXudp1POgSjPdg3NaZ0nLOdizLvoECciSFY7bvMxcfYRjbu1KCQxp/eKLw10lIv/xOnwZxrfCWfqaYyqHSu6PYTx+Yw1MmMZN2aI4NeQW5hhkt1geImPrstTHmWP2AAMflBiAAAgAElEQVSWTP+NHVNFoztSUd2wlbHijgoLyfLMIiGUHkNkFBQKRfduS1FN5TQzSql7+mShD90hgV36tK+uo5PU/pouyqjoGk00JDWcY4wFZiv760b2J9qMvsgQRh8XhGzLJj0jnYieRFJdUQPj8+ZMpe6lkRLMqA4SilAgSACCUUpbC0a0nyulcDoFMdUslAfP7nhfmWoURUwCVTtVGue5Yz/4jHP9PtMX98h5BgnNcK+V52583YQ/+mbhq/WG6I27uxt39ydePZzp7jyunXdPT9njQ5lovHk48eZ+5lRO0bUrS3JTB85UhNPdxLxGT1NRWNW5n4W78z3Ie7561+hL53yeo6KoLWjWuftmwR7surPZVO/RBxUgClvDLlprKQVSNPHCeZ5fkDIv5HGHFLcRK/Ro4YdN2BpFG7MWrNWtLy+e1UUtBO7DLodtkdeAO21ZUzdrmIdzdKIBDwQebkl8RfwRab2oUrLn78BqNxZ+YPS85DTG13jthplqROnrRsRFtoeUaHUZTC/rskuqjCDGOiOIcqxHs5fRYEaJJubHBik/6/hOOFPcadcb6JI3gk3itIPSWdtOpOEv0u80AjdL1njHC0ervYGarD7SorphSO7RDEEspD0QzjIcVt3Sp8LBUXuk2vtIvegoHMiVdHOMh6iQrM4IciqvrxxqikdKtfFHw9B7NrYVTDo2tHnAte1pFK6b3rSvLeqjMxIfznTCYNSD53kDBojmviUdeCkpGcvu+SaE0EajFaJIXHvcw3DQVcvWws/M0FqoVnBaOv6ZWmtg3TTqNGEe7HoxqDpll5+J+Tzx+ecXfvAXvsf3/8L3aLWzSEXcmUVYJ1ilUL//llIvyCM8Pa+8e1LkBv2HXzPPQztbuUyV1/czX3xemAu8mqKIVA2u0dCAmqTV0pzehFCfGayCWnQOnSTE3wXHxKO1nHQgosOoKMtacDE6fbPNdZoQMVofDHihDshoVOqVEnigBqFSfZdDbavrYciWjY3quCBfaq1bs6CYPR1FGcUFvTfWtqfYR3nSsMM6oKbsmerdKNOJ06m/cMLj/7c2FDZKsyQ0p2lToryEDfb5cfw+hm1Bh+B4dGE7tuSUKWyyg2UZ+dDrArgkvzGkWz2aFmG+EU/uxtZE+1uM74YzJRhBa+kAGA9p76c48J4BSG8VETJEv313ruNGlwrlxDC+2E4jnN3pdMKsoy6bxtNRTqfTJluKh5WC7hQ2R7f/gcVElLpJSg7OH48q7/G3WBB2h6eJpXn+ze3HpSDD0ZrvYvvUvLww4Hh9FjVkPZgmMVNFA/fK4xYdJYLHumhjEE+btEVLNoSOiJRDNDQaYcSEh6lOIVbPqGie561xR++dPnoToIEPa6Tohm+4WH44Us3LdD4xV+H8UPn8lz7j7Q8+p16EJU12RSjWWazzvgsfbOJJlesqPN2cW3OkwHQ6U3AmVe5OZ773oDzcwX2Bs8LFBxkTk9IMHp9WHq833l+vPD13OhOPT8btGsJ8d+F5gcfrLa+40JohQigTBGyr8pGN8BnVupd+4ipta14c93YEDYrWSi0FUcmu9WCaFXwjct0i3GzS4Yn7Zb/WsSWMUnDxeO6quFdsXYhMLXoB1HQ9H6frW9quYVObbZ6ysfroqcvBoYowD/vVHfM/BhMj6hz/fxEVH6C3sTgAWdpK1Pfn/yVJ6FGoEzZb9jkpHfew/y6GdUO95y4bvlUEioPrt21z8h1xpiLKXKcNkyle6L7SulFGOWdPphrAfQPvtxVtRHEC0VNREQnR9pAATdNpYxqnaUpD9GBNiWi4uaCWaYXkNgpCaEWHg87UStPINmPwrI7qhshILeSw6h20fUMVMFjKj4oNxvCPjGu7ZxYOcCOcPpKAbTq/tQXh9dFC4+rbouFOZkzR1ASgpshaNHsMyF4ZZomfnU6n6CZfK5qavamEjnZvONEjku2Oa6OIUksNVcMGeQSWNU3RTKWWwt39PVMVTvcT5XJhRXnqIYpQA+0GbWFdVx678PX7lXcfGu+eV24LoCemacbshrgxo8zAnTmvbOKtVCrOSQudKPEW4N27J37393/INx8eMalQL/QOj8+N6y0gCaeytE6t89YAJ6psMu3tLbG+yEBUSmLYcY5Y+IVFGkK20Evn6O5bOWa8J3vyKlBCShR/TqcZAGg2ezbEWxJXB+aa1BdroYqybnqkugUi4/tRVjdsxppnN7KD/aXov2jEu8PxCbkgl8o8zxuGOZzlxzbd2rJHxNboyeSPTk6ecJRL4KfH3q87axTStWgGtEskhbDtnp2qdpppBDw97+1Hpdo/4/hWzlREfgt4T+5B5u7/koh8Dvx3wK8DvwX8u+7+1R97HGAuNbYnSHmJF4EpU3E5rpS2AcZ22OPlmK4iuwPtlzd7SnHol7h6mJk330XblrpEVVRCKO+eK+xwDqVuWk+pg0EezH601FMP5l+7E516YvVb13VfgVPu5cnAD33n0Zm67bKNI5s6xnBgVXQrQhj3YNj9dDptGsDx/vgcvrd9w/J+TfvfqyCjP2zCFYNww5yJva4/nK5vxk+mWcHEDoIi0716CsbZObzeguGeJ+qkzNnYxRW6F949GeXrlQ9PhVkjZZu8c55gngrTeaI8rpyKc5pbbEolymmCV/cTnz0Uvrg/8XASvj9HRDoTz6g53LrxuK58+bzy4elKqTOv357xMtO98qNvrrFhnks27ChMOiEakXa02lvARmoftjoIoQycGD3Laq3pOKM37HCmGy7qUarrbpQsmhiOrrX1RVS3aVgh0lizzENiO5+9E1TatoBO5w2jDdZct++q9UWEGtPCsiTgEL0J1LlG2rz1SRsYfjppYyut/jjaHWNwXT6aogwsf9TKq+x2dqhm3CCw7AeASLS3PBQ3iEe5Lr3Hl0VfArOWGe54rfCToJM/6/h5RKb/mrv/8PDzXwP+N3f/6yLy1/Ln/+yPO4A7PyFNPxAxHKsnAhBHAs87vmf7LmVLL3ykGRkBcCB4zAwrIUuyzMHqNCF1OqQnoQ9lFA8MDFUKvhFKPVZnW2NLk7aCO0Us0xAYy2hAFLrDGQPr0pfAPBBVTR852B2g7y9+nqW+cNzDaGtWKx2dsarSq6HTS4e4RzPgGrLsYKQjEpfuG8mEVI4p3JHEGE2Lxz2OTfo6auFcylS3FGtEX1WF01yRaYc/zIXH58ban3n/bg0dqsGkwsO58MXnE9/7fKIW+MEvX3j91Hn9/sy7r64sN2OeO5+9OvO9h8IXF+FS4CKxhUgJipCrG6s4vRTqXHioZ+7fFmQSlg7vHkEfDS+w2o22Log7vTnPfWU9NAypw2mOZ3a432Z7TfpUFbMsZjiIco4BQ3RtgiKJr2dDDxPn2L1fNHHFJH8YcJJFOqwZcXsPQszc9uq24VzHM2UnKI/ZkCGMXgBhX/ueY2GEe8RnLrTbc3TgMtuw+58W+cmhTHZkM4og59HJK+1kQHUHvep236zHflkGrcdcVAS1EbxEk+ueXbLIEta949XLDv0/6/hFpPl/FfhX8///NfC/8yc4U1HwuuNrnnijDKzUS/iy8YGnM4OQGi3TZFvh2TRsroLXOev6FamHtENLajs7zUMd4KKUU+yqCbbtihojmiu4rYTeFSQ35doAe9+xp4Gb7quwgof0i0z3dIMXLPE6yzrOcEYtV1ypEyKZloiDZ/QFBD4q24qsWOCkmifx2AZl2L1bRAzzdI50mdiOQgkd3pZGlbo1Gzbr0KMqrCcJMmnhnK35ol/LoQm3ViwnSBGl+S1S35K1C042+IXKxJSa1Gk+7IaQHbBElfXqtFuWSU6Vz97c0c/w/vqB01fC2++/5WFS+it4d5r4chI+XBuTOJ+/cl6fFRQeOywK86iskVvUxHPiXOA2wbJCa3B9hucbPD13np9vtPUK7RbYowmmhq+GNEIsX+bYScBbsN2WFWkhh6CW2H20945a1P+bkFF0PJxC9PANBxedtWouTLF/Ud2iQCBILe/BJaRTaq2FQy2FUsiiFqOpUy3S/t4XWmpMMcdHUJIYqLqGbefPohn5yiC6wua6BWHsq9NzN1UsqhHVHe8L3cOpnlKRMLSd4zNbT/CzTDBVylCluI74mlHYYIS2uftBjjW2VKmSvVDH9kLQUosmSEBYqszD45lv0q/wH3/+kakD/4vE/sL/hceOoz9w998DcPffE5Ff+pMPE3vqRFXEkZDYcRpF9s4xSZrEg99vwiADVKPETCW2gtiaN4e8Oy68rdvvJ810fWv5tbOhI/WKNLodnGtKtMiI4tD1ppSCioYkQ+QFK38UMvsQHh5LSqOeh9ZK7CTgBektU2cLAsra1kQXAu9z69tK25Nh/xh/PUa5y9K2qKkU32uxR+S7dvoLPFaAXXYydKIceh+o7lEu7JDCSGshiw5cN1JN2UuJRUIFEBEKm/5ypLe9O6sJ/faMv6lc3k6cTxdOUyy2IsJphvu7iTJPaDHOZ4UaUebt2mnrjbkWLufKVCaKFm4rfHhc+OFNWJaFpXm8fjWenlfW68K6dHoP3BOJiT7PMz0LFOYpcGPvMaWKjHrz0axFWPtL1nuPACP6ZGCdR0nV4dmNYOLjdHnAAKOz/xGjHASfObF9jFvYxohOdUSbZClzNkzvB3Z/XMl23p6tAlMtUzQces4V3ZoPVdSjKMas7QqcQ+cq85dZpTm5eIR9hkxLUM+W3TptBQMRXaaN2IpWeXEeS/lXRLv75xwLx/jdOPe3Hd/Wmf4r7v676TD/VxH5O3/aN4rIbwC/AVAevket82Yg44PtVRODmdwdKrA9bNg5nqjnD61jpPweqerQwVnDidVNrES/QxnHFHrroBt5jUj/6LqGyDi7qOd5TQ9QxDC6zEXGlKi14OtgLdueEte9SmljPc1T7xgSKHePLad7bnlih+vyfcuKIqk46C9xZEnsVUtE/Oq6fRVXpG+8GuCcSo1OPTXY4Dj4lFFC7j+UVUfhlIdu9eVeRq23iLZ74LL0RKgTLAtZ0UyRjFhzL57AzRzrwcJas+icjtKXFbGJy+mOh/tLkuEGApMYdyelniQ3Mox6+tXgcencnlbcbpznmctp4nwuXG/wzTvlhx8+0Fpgjk6ludBWwS165s5ac5EqqPSQAGmnFqEWYSqytdeTTK8zvwp7xPbgILFuSzIp26Azvg1uYFMCeB7LI9JygrjVsWHe+UzpnXLoJjWcGwk5WBZ6qAtWQoMZZZUEbEam9BzUIxxkdSP170aXdMAiAScQAUgpNWGE6J4m3mPDXcuIVrIl4oa/ju5vEDsyyIY3RzaYmPOQJuqoestFKOfYVJKAtX3TwaEpl8M82Ygw++nQw886vpUzdfffze9/KCJ/A/grwB+IyK9kVPorwB/+lPf+JvCbAPMP/qLDvvoeP+QgSD52tECsjIcmvyajRnhfjSOCy3OmIHkQSIhHttxHVLgmTmlbVPpym+njNQWZsAXGQy9nvqXxw5kKuV2CdFyVOin0ujP4RMSzpdWJGSoNXEME7R6GkjXLns0lYsLue1yNyqfxtXUl2qLHlKk0xzW/3DcMXrNoYirz1qrMa35as71VYFGKxuaDui1w+7MbhMm6rlyvV9Z1fYHPQkysopXTFHvLD2MfkepxxPuEu/nE55/d88tfnPns7Uwp0bO11nGvhUoQWyvw3DrWoa2Fq0+sRZACjwaPHzr964Xrs3N97ly7ZbOPgCM6QlscJXZDLYdtY2DJ6qcWjl7BczqpWcJQgm66etkab6f9Z//RwIHNd6nTkBjF5wkHLJI6y2xgTjqTsX98JC8/zkofzydSwI1mw53F3BoTJLaIjkjSc6toM6Pry908RQS6cctn+rJ6yKOKy2VzdRtBLAE5iBPgkljKrtgKPGLe6UacWXag6rmd0D6Zj9F53OSABI/SxIx+03mOqHo0ynZ+nJP4NuNndqYicg+ou7/P//+bwH8O/I/Afwj89fz+P/xJx3IOrORhwu8fULeIaXcOngx42dKZUW0EsWXCWIW2h+lsTPJG/BDfmxt4dK0aJIBqpEOeidd2TRrH83KY8PulhrNhiKcHBuxIB9VRWCCpBs3oO/sBqI5mIs7aGyWhdzfbRPuFupXrhTM+FgfkhM/06ehMBzG0Yca6Y5QjHT+dQj42z3NUJ9EpNcX6vaMp/zrutePmoDGJYpKukSpaj62rvaPinOa6QQAjsq86BSabQvPQwYbkxkw25amk0zifhLdvz3z/i5mHOyhcqUVxiwqk51tj6SsfWuPGGp2fOmAX8Eq3Si1CXzvX68J6Xemt0nrButBb4Jo1G5RorSmbUnofthWKjVqi1Z24Z6nmzsWognr0MohenNEzYCgnqsbn720FHVGTbL0GxD3UATYhFjBASclRHzvqHsmr4rn1ckZfYw+vg5MwC7qraonIsoMpSWLZLtHqPdQclul1WwKXJ7ZxKfl9i5SPGRWy7Wwr7iAVw7bo1/uazbnDBqQcFvnRxEScNXfGwA1LIrbZwiii2XrmZhDTWgMNzXik+olXYxlxG6qCmcAgTm0nZf+80/wfAH8jL6IC/427/08i8reA/15E/iPgt4F/5086kLuzrrfNmY6JPz7kcJIbsVNCtGvdthrdbj0c7rgxKtEs5dgHstRNwxcNUZKPlKyd9pCGOIrKcTU9tAg8fMlh36qPH4Z77LszoIEUC1EEzApd15BlmWNrdMvno8XEe6On0Y7VdutrOXYqTVa9zvN2HULZInY9RPNBFqXMqScplwqHrfyzFur5xHx3QVvjtq7RG4GI3numS7136pBsjQkoDfcKhLBfiQY2ejqHLnU+vdA/FhVUCfJm4F9ZuLHYNRfDrBCqE6qVh1cXLqdKqTBNcNaZiWwPGNsvBOyRDpCukW10DYeNZG/OxG+zpqObbVVb6xrKgtPphJYpoutVNnK0985tNWSxcA5Al8JoqFEQrA0cujLYYm8eMMe60nqjryutLxHJaQlwoQT23FqjSEltpQenILKx+rH/1m57G3E3yFBNgq9mw2cLPqE7sWMvjinRxpK41r62RF/2yrrRF3hEimKecEHYcdlw3oxcvWS7P4UDWSaeGlbRTZcKbBBSZEd7B6oyDUw0AymJqDm2UxnRf85hD/mkJJQQkS+020fdrhLumMY+bdu5+xbwfpvxMztTd//7wL/4E37/JfCv/1mOFc5zd0xhsHtUKYc8wjjggqpMaWRr75kay1ZSlhvEbOdwYkJ5CvJhrEo1s3SNr9zJMVIgjXR02vFBoUSUa0dDOJA3HpKf4dg35FSjEbF3z2vrMfHymgfSb62nKsEYhRnBTySwr0KRIE8khfVRjx+G52qUfiTSXjbeBXJjszivq9JVtn2s+nqjXdlkTKo1diG1NVJgj2XIu22pWRXddJXixrIkOUfuFSRR666aCGJuCBgpXN9q8m1U9BwzFQo1dahOwAaPH86cOtSzMJ+UbDKG1OgnUNdCWTrv1hV77og1LnMFDUfaRNC54pNzlRV6j7LXAvOknE4zp8tEKeBMXNfK9brQWmNdO4jy/LRvD9573i9CtuY97o/1Hd7oh2qv0VZRRHAx1DNbkYhKT/McKoApotjtGH3bVGoX2QNOx1ps1riL/0Mup2MRTUmT9Rb338KGy7DhdNyUunUyA1BLZYxHhCeJc04J80Qqr5hEp6k5+Y+WTnyYf9HInELGNRx2R4j93eJeRESp2bVLdFi/4T32z4qZc/QIAedJtG3b8GZNNdAGUQzp4BZF7/7m5zG+GxVQKFO97KvVIUKN1Xhn3DbVpozKiGSOe6wuUtIZZvivtkeq8b6SzZHzo6tsztok9aMmeeNj3+5x7rjWPaUem9YNuOAYyY6IVyW7eCdzPXBFEYmN9CSahnj2TR2RhZlF5Deij7GVSeK0Q4cbDOjeT5UtZdrxIC0lm27v7xnp1TGqgfDnHd90ewVnXY3eAiMUc7oKbopJ3woq5pJNNLTQPLfvkJ1lHvdpw3YHiaUgHkRM7Kg6dgAIMgMiUoqCB+H0cMZNuT1HRdS5w+xwd+64dHQqAY2Ughflee34svD0+MyNZ8o8Mc8Tr9+coptTUV7dVewtXJeh744KJeuNdTWWtnJdw5GWUphPE/Ncae0OgGVZXpBuEa2DqG8KB1VFxrbbuXCPTmHdfdMUA6y29311A6+Gqr2oJhr3c3y3A0M+hlk4/i1qtZAilRoFB5KLYssSYTbH2EN7jbx4Zh9XaB2zvuFUIaqaosfwsm0SmShpYvN7JeAO4e2FC6HV2/kDGHgogYm+qKPPYAlLmCU/i+3tKUcxw3g2bfT8/TE48duN74Yzldji4ij5OFZgjC2JKYM1zEYiJbYyAZhPIWIccoqt6e5IteXwvu3mSUhFiPSgEo5bEr/EAogf0iiISGt7lLo3SwnKUtJIo6Jp9IvEPSIHeSm2V4nUy/oa25C0nltdxDbNTVviShNFIvQqqpDpXzhFjT2y3LPvwKEq6SNnWQ4O1OQ4+WyrJoNYpGxdMDFWd9qy5H5Pa0hiphJbTWX0XQn9oFjsONC8bZHluob64HQ67f0AYl9rikfTYtXYy75krfixGCCilmChiwsf3q0sTx94+uaZb6rz7qK8vgi/9oMH7s4z6xTYcvcGCr/0+Zm39xeePsDTY4t0WoTn54XTaeJ8Ea4LPN0WPnwdTnNZlkPNu2+Lwkpjns/MBdxi3zIvSzTOVqUI2XErIBdN8X2tw5lmNyndWyT2pdPXlWDwM7U2y2opIoLsRpFsFu1slT7Fc4GWgDVMonuUibxoTVlUQ29KNjxJEqY7dOtU32v7I/p0umTLSzzI0jE3k9BVjNaz2/5ha5bQprbDHLZsuJ3RpO2d1hjnk5jjYZsRpZbERkewo+l4HYexhbp7hjqZ8ruHnG5tuLfYmVYEp+DTfrxdmy4vvn/b8Z1wps6+ZcLO0PEykpJkB0WiDZeBWOBRIiVIAQ2xskghGu4IAzwcUduI8MZGfIFhxuoFycJLOkDx3BAvmOvtekdEYCG7cjpD1YLFNgmKbsL0mCWZ/rkPqn8bo959vxuRSkuZ0mEWSuJ5w3ykVKQUap1zI8CIRgNfz2oc352S6q58EBFmX2Lvdtu7BI2h0ZAzSQ7Lramj638twpxRfpWxNbFs2FncAt3kKJ6kxmmawoEAWKR5ttEtUGL1YRBhGyxBiUqhFkx3W+PmTdUjdZ0qXYxvnm80TkTP68Afi4LgzOeoDmpdefcYUa4UWNaFp6VgCOsirF1ZF1huWT02V2od/UEX3Jy+dBZd6V14ul5j00EzzjpTppmYUrlQaY16es0NIbc7bNvXUEJsWPihEi4KF4ajCgIu/hZVT6oj498zt4FJD/Jx20iRILhwY7m1TLWHzcXfLUnecD+SWml/UeoKbFVxNftVhP49Iz91ZJC/bQ2s1D1x/33nVIWQdclwQZ5zNKC1m6dSQMshMMhinizDzjCa4E8Ouw0nJqsEJIbEnI5tVoRT7vvWZGSBh45r32J8J5xp8Eb7anOMSgeWE624YvXUEtHZiExfNIP2IYBmwy5HJIAE1jnaeTmRYpE3NHDJBNnHvko9Md2NOBnZhiO+BrR6cP4xhnPLVTcT/DUb8+4yk8DcoqrG8KKox15CfVybhwDcW8udS/NeSYn+AWnodYuGMryx9Njjnrpvm6wBkATP9jWMPCf96KdpFhU1Ova8MtnSO8OCGc3ORJY6sdb34/aW+lIXltsaJM9QPOREmcroEfAyfd0Y3u06oa2xJcpUT5zupmw63VlNeGpQVmE6CaLTUHsFRmqw9oXVTtwatGvj6focPQFOd8zzHVOd4FSp5Rw4Zi5ErTUER1Oy5K70Fv1IPeVFY9vhwP9nfLShIxplD5gnupTt0VAphTrtUigg7+VOxo2UdMimjrKzraXi6ELmHlrd1jadtre+kVPusu0bf1S+xA3fQracC+Eg2iGCG03VxQPfFCI7id8lhu6x4WUZQckgXp3NcbkIWOiTt0hxBCSJy0t2wDri5x9HkyEN27ND3+ZgcBNBSvneM0LIzDU2lfw4gPs24zvhTFWVy+VuW7Xa2Ddm3LAt2w+HeIwyjxikSHQuf1HNw17V5Mq2/3zLPcsZjqRnBZGkDCqdiCXAz9GZDgP3tqdTCZyjJRxApvxK4LvimvvwhGTEE6fy3NBL2B96LB/CNDZdHzio7CmwauBEva+oV5b+nC+VfWtR9t0aIUmKvN7Jbj+W3qhG+zcsiaLEQ1tbcpGKaMh6ssYiaHe8+ot9qta2N6Ie+tJNfC7CVCemacpqp3mr8e7WEO2bAwOoZa+i6t25my9c5olXd2fuXxVOM9TE29bmPC5OzZLZ1Tq3deX9u2e+eX/l+ty43ZLoSWciElVPRuecOLpmdAvCui4Bk0w1onOLSMw92jh2N9Y1bdU1y3Ml2H3zbUuM2N47GiMW97BFid0yo0Q0uuyPdFVlxnUNJ6wB35QShJjqUE7snab6OnDp2FcsCNzNfDJTCYggPkDYfhSQ5AJ2UMKM5iEiskXHbM46MpZwlLtzP7aHHJVHokcX09A67VVJqjRLgx8LaXrTvVdENp9Obe0RugpbT8evOWtkj95V2hZIxI2I+bEMyC4r+0avg287vhPOdKwJo55+Okgq9hfp1pgB94hMDyTMtue3ZY0uJF6S2NcQ1W97PeUNtdjGgIH/pBg+Ht6hVr2z9Ssdol+zNR2w0WUQT8PZ7Y2XVSL97rlFQ5wiJlI4PnvxOSKSG5u9wcZY5qTpKih7OajJuhMTm+EMDehLAk1zZdL68h5vpZ/ZsUlLCSwv3+sE6RVtzqatRl9zo0CpdTvGqYxWdNGmbp7nrR1bbLS3bw0yrnvUWI9FZeCUQmeaTsxTOFMviveVD+8XxGb07TnggaJUVR6vsXnfdV1Z1qirf3y6sS6CdYkOikRUPHB4oXKeLqhZkIa5cBo9Ft//n713DbYsucoDv5W5z7mPqq6q7vymZnoAACAASURBVOpXdVe1qrvVrUYPkJAYPUABYRxgYWxgxthmHB7sIMwQAWYcMT9g+MOMJ3DwZ5iYh4cJJoaw8DisYQZjCMxLgEEILIQQoCcSerX63dXd9bz3nnvOzlzzY+XKXJln73POra6WLozzxolzz965M3Nnrly53os457pikm9yjNl8ludHYzN03qcAxEjeT51EzGcCcScsZxSk5v0EkwnA7OCCaMORuK3Yi40xvLTTTSZwXtxt+75HN4nw3SKLx/y0TwdfHe8022B3k0INT4SqlTgBLpvehcwZCsBr7F7YoEMkhAwgsNr3c4PcElxHygpPS/F5mjYcJzDJQX8KhUhJrhk5wkM8xXhSe/NluDRjlusx77mQEm5aTjUJRKox3KpyPJApSxSepETPk2VUPVBjCOUymSJcKIscLQVmZEg+Bf2gKCeuJufqXLLHixA2P+WLyYEYmJPWMbWfKAQAYqTNooyCETHIJyQj4wBNPUuK0EN5H2VBheItCrHIErOSqIRPKxG0SoQdl6IHKWwzx2xT6p1DbALz6nxkmWxzXmV/+knKKCqSJ+ES1BXQS0iUyEJxTHxKpOdL8jygJLfLVPBkklNvpIGI3DuFJJQxclKUyH1K1BiTUCaOgO3dHUwmW3AuglKQj37BKUOoLNkiesyDQwjJXtF32N7ZxXRLuAXv5uAIbG/vGu04kkTETAohK1IODw8g8WcTJWgCCWfWFEiUWZL1Jk84VTQVhRrEBjop7ZzrQC4axJOM0SeTCo6dlyAgruvQOaH04TzI9wmR+/y+7Dugm2TOQKw5bHoekVcjJeNzCRlx1MRzKdupWsq44kUl30aspvMQRQxDrtiFE4stp0WA1kNP24yJM7QivmVOrFibaMnEA3P2pLLuWN5Pch11chAKPM1pFnH9JWLzAVk8KmCZs3cSacoFveHQpVhn2TZNJ8sE/8glmYSo5jsCCNzDw2dkyiGmuIwRySoagJjaa6oSlSOVkxmIUeOZqlxSWBFJKSuHgR4LYMB3goy6jByTML1lM1jEA8UWtpy6WXzhDMuDIg4h0hioy4i0IDMucq5ms3uTeK/zwrpGnsNBAj5PvWxomVpfffJcaJ4qVjdIhz6Iw4GMr7DF4joYUoBpB98V2a1uhr7vsZhHLBYB2yckYd7uzkQyvRAwOwzoD1OeepoA3IFch+kEOH16goN9YDbTiPol8SAA9H1MAUKiMU8SClXmrWw09qJYFMVP8SiLLF5rrlM5PgGuWQ8qFJJzyaS9c+jACLFLYg0RRQng+yQGEpmjI0ZgUbxmpWH60+si+HGA6+C6pARM1h2kXm7OZW8hpwkrtc1Q5KoOxbtPRWN2n4WwQFRHFm4SNBrPwBxzTalOc6DKjQhhtZNFSko2WBMAxapCODGnjQqXmM3CYoVt2aTyyaI5KyJo98XLLMcEmYqMpraDdPm07lwBaNXCA1aDmIyZqcjBch3IyUNeFCpSh4pwPlCivCTYREjsZshunmoHp56+5dSsUiQAEIMR1oSmiL5eJCLx6IBLWvAkT2IDiDnJGlG2syxOCwkhkBh6A4U9V79+J9qxJAYhMxeFKtWAAhag2nfKYyBCT4SJ7zDtkr2i04hIEtREnnPZhbePJTJWNjQ3Y2WOlR1slyjc6bTLyNQnSwVAEN4iZcJ86fJV7O3vY393G9tTj84ztqcecbGPyAEhTOB9B0cd/MThYCYxD6aTDt4DfbI8u3btBkIImM9n6RAmRE7J31w6KLryvyJD9nLos3OYUicpgzltI1+8kJR1dkiHL1EWsUTIfDGJN38fi4JIZPYajyJk0z30dhyU5zNTtAm/EDvJwqByzmwdkByTSaw1OFGojAAEkYt6JA8o0ehCFacW11B+F5fk6CJbtpSm7gUVgdn9qHWy9Ug6kNqDnVUBrJxfqi6eYkW0olSzWC3U7JZ1t+06yU1mbap1LLeK3T8WyJQgNpnZeykJ69U4OGqlVNpTzrL37cJ5hoTWU/tUiAyqIJQo2iPqUqItygogAIqd8uIBIssR4yqV46iGHRJybCJUp9zTE1ioNaS65JIJv2rPddzGfMklDX3kolzQ7JlZvKHC+6S4Ccwpz31iHdWEJGkz7ZxrPzUVUOZYqUtWqt55RJZ4l0jUS59MaKymVryERN7apq1QykfH1znCia0dTDuP3ZM7mExdkqt2WYwRg8QYXSx6zFgyp25vEW7bmWB7S9JBH+xLmL+9GUMCVYmv/eLwENsTJ6mMiTCfB+zv72OxmIsnEwhwiQpMtrYhJNkpeyBxMIADQp8sFxI34JFknfLbGwRK0cQAzdOvmTqdsLUkoqfeMTofsrgniPsb1FNIkSITMpEBQBAmQbTwGhuXOSPTEEJG6gJbLsmEJAaF6gMiiWOC82KbLZG7zD4y38walUn9kNSf3uX313CUIBQDfwNXlY4DvrqeCYAEtwyxuY4kAdw5zSMTZE2jiLeM5WIpvnCqikS7rsMkIdNFUO+1cEsQ6rFAplpk0QvFCZRTI5p6auDvki2kPtsiUkAmUZBxooJILBvtJAMJn7JQYAgRfcrnowCiMirtxzmHecpAKUgrIRWHbLKUejBjKamVpc8ix5L3aRCbobTbOJhKrSrwhWBYGO9ScA3DqjXsDKdo43LICLst3jo+Adgim+IAQB8LhRFjRNc5LBYBRIU6KMqAPitCLCVQ3rNLwYs9Jt7j8PAQHDwmWx26iRwgajiP5AI8n/eYzWaYE2M67TBxO+BtYLEA5gcMTx3m8x79QcRsrrmMAmaHe6CEgDsnedcpcSe6odXMaDrZNWtVqKRlUz0xv7PrERMSG4JpPcQkcljx4pP2CRPnMXdiCaDmRjmGRKwRjZUlWriw8vh2D6jiRd1DNTOvjosJ6NDB+0myPTYWNXDgMM/tEBEi93J49g6cQknW61+8jdRppk/y8ZZ911QosZm7XM/pMyry6tIcFZi2HFjFsrsiEimsvUuxA5AoWYb3NcK/2XIskKmcVCk1MClVlGSGLHERbSIta4isbOR2QrB98k22G4ASmxA5ZFu6rLGNjJKlMEouKiD7FAcuRu2ZItAFTHEBFCgXsSiA4MTzRIrLmxZw2dsoJoQ9JLMRmWId1ESeLVSqjEOp7ihy0qSJV8rXApttO/a1J4qVexabRPF3Z2YxXk8iBiLKEdGVyrBzE0KA6xZwzmFrZyevUTuWjGynU3hymM/nWPSzjCycc5hOt6G+4F03Te6ijMNZj8uLHpPOYavzODwQ5DtfAKFXOXuUtNIuYjLR9NNqpiWyUh1X15WIYzpV7XjFJVPpTFQHeUyuqdK2cTk2h7aKOwKnTKDksjy/6zos5imfu5/kwz8jFU66lZg83ZK1gLDuTkyoDcuqCERNzBaLRWLLCdNJgVutp3AqyRKFe8isdQpeo+8RGSm+AhCjLyZ3YTxFifVwtHGIdf7tfOv/Mq9JSuJd4oA4KwILDCV4pFr5HJPFS95Pqb/lw39A13IT5VggUxFAJ3mpK9RAn9IJ6+aCF+H/fD7P9J6dhOVNIS6a8IkaUEWPK0AkJ6NoHn1EPkE5JQIjIAUU6TI7EBa9uIb6CWJkQWSdh0OX2K5EFZLYwaaRJgWUcb3DssiiRnz6XVLt5pQqTX3nJqJUSNGfyM5pg0gBoNsq8rcqMV5ul1M/XHskmWdal1Ury9Y6LeK0zhmk8WdTOl5mB580wZPJVjap6rICBNjvkQKiHILjAtwvMA9zEBgcFyKeIQL34nnDfQ9MUiBv8tW47EaWeAwKS4VDspSNUng6j46ceXdU86Nra+c8y6VBYCeh+QKJ84NPpkYUVcYqWirP6l5SRxTT8WT5n+aXlw7lKEkw5p1DMOsUY8yQxWBkjwNnkD8bXY73GQZFjEBwnSLTiBCSF6D2YSxraqox7QPv4Zw6IxQU1HKXRImadslWHIBG4WoRbwmKtEyl6jtnLqshJLTOyy3HBJkaoDNUAJkTJISAmIJndDk8F3IYLa1nN7dzrmQQJWQZFWAT+Lkcbca5mPzni0lU27ZuQMvuc9pY8n+K0ERdFv7XLGKhLlUWle1RG+QXQwF5pGC6UrewzYIY0vz5wlbnyPuGxdYimz1Wc2UBr0bwYuriTPxUpLgIcIYdpbL5mBJS9z5H9xL5oUbHSswdR/isUJSDJ6Q4lovFAjEwDmcSNIOZ0C8i5lHCGU58wHQKTLcn2NntEMMc27sTRHaIwSGkiO09ix2x9xPxIHNlHafTKQ5nC8A5BJrn+Ykx5qSHyx9ZDwngXFNhGflSyvGenskKuKS8bJ0XNSaoA5LXm/iiiw9d0mRD7KdjHyQcbpLqO4gTAdScT04BoULT/xIOEcn4HoDXFDfqjyrvxEG0BRwEeQvyKRGe0lvKO2ZW2XAmSqmHWCE3hX09ZC2iHZKp61wqXAlnmUQMMIqp1IalKTPhBRGpiHFESKq0hFBVpMBmv/1lokyHilKZdiGIjB2msjXp9AaKBk/gKHmjQAX4JASeK0L5YmsWgRQQWjbFMPlvEV50Sf6WtNsqz9EYo8gshjwbYy3otlQEkWwaFWcooJmay6yfQYTMISN0VXAByGYttjCAMFdTIYFK52RTUpo7tSpwTkPr6cFROACLhOX94vJaGcScDxXtKM+pX4KAGBihnyfTpYh+ERFChOum6CYi296dbuP0qW3sbDuc3D2ByOI22gcg9KKcWyyAvpfDkQBMpqLNP9iXF80yc++Nx1CZM3sQyvslrb5SjIowzLoo0s1zkWAqJG4nwsngiKv3zrJ8zQ7BXGvmmcHUy/wpSMQIFxlRIyMpEk0fyW4qfYkTURDZOCWrCpJ94sAICvPqIq0KMCP2UHM+sQOeJvvbaFIMLctO7bVWBGAdNxSGLNFixRwMtUV2S+3mtjm5taaHOBFdeshQui9UMQGNSebLKccDmVLR+qp/cy3I9phOi4xusViAMttL1YTaDwAElU8SCkKFGJILElPuTjZECAEhxhRFJ21Cw1ZZOVpWAgjZBRXqZ2VRjBXwEKFqyyJOS01ru4t5q4hzUPtHu8kt0KkcLduegpbmRIsiSss62nuEYkPqujTGZqx2LPq/lcMN9YsUXFitNlwK/EspSZuVbwkVLQhM7W49JDJXCIzDgwU6dHju6h6YIw5DQIxOzIvIZSQpwU88ZrMCV+o9VMy4ujxmVUDZufVe4Scp7DT7ZZe82cy8eJBJFKjUD9L4Sex8oawrkghLEYtq5Tn5qCOF6YtgShYIVII1uyRPdSjsvfL8PuWJIkai6giOEm+TxCwqknDgtA5RkqZCkC27lI/JiHIEOTGADsyLTCG2ax3NHmjhS2HfIsOhvaDtAEKPW7Nsth/Vbwy1x8iHjE8KPka/hNxfTlmLTInopwF8K4Dnmfn16dodAP5vABcBfAHA32bmyyQj+58AfAuAfQD/gJk/vEEfhQozyLRvlBa6SbuuEw8gRnZD0w2xpHxq+tJJPjw8BAA51WNM/v/Ff9wnrbYGhdaN0VoPiAwssWdASvGrbHetiNAIREr5ZPfUhgIubSvwUkbEIZYQflpXAJYrwNQ27HgtAu6SmYiVfQKoqEqXUmsIa2QOgQENt10Du66WigbqDSXiiImwv+SSAkGoBW13sVgg9Cm0WiRM/EQi5QcgLAIOZwSEXmTd4rcD8g6TyTZcpyltCI5kHWezw2y2pT7lFbyQWjcUmCkUuOqexfLBq61sCmBDXmO0+hxPIsaYrSx8mjtKoeQ0ApgH4DiYfighXAKiRMRXFpwM4iSUsQZfuHxkrlXaauHBxlEAxMWW+xRxLUYEEplmTEF+DlNblbiKi1u1XVchKFymVnVfVxp+891yMXpdD3mkg0BgL8V5DbT0vE9y1RBDfnfJXoEsXspmggnCxEQSt6xsQpn+CwD/K4CfMdd+GMBvMvOPE9EPp98/BOBdAB5Jn7cC+Mn0vbqwhOvKPyGTvZ03Oee8TeCIwBKzEUa7LEJlQSqTiXEzPVzU7CWU8pgUChIueZ4AzMlcP7kWhpRV009MVKbUhjcsijf+y2qEH8NcjKAVwYSuYgdVlpjRSxQ/fT1pFVCKcs6luKauAJqhSHWTSCJBsYctlFGZKyClIk59k6FOcoAKToqGBMiUkvrJ/+kZg3CIxAStjxETN5WIUM4baitksU3WsTADmAMu+aVrNkk40XgzowchUAR7gDoAXrLHUuckLGE3wYIjFnEH8/kcfWKnA++jjzHL17vkJCHxZJPvfAqP5yCuq+RMOg0mJDQnliXOgzoGSEyumAhT9gghYhGEEvQsgV8InNN95KVlBk0mIOrgHdBxAPMCfQQmic9i7xC7Dn0vnk1esCbAIqPmPspcQLylOt+lPEuMLrqcCdYjxbEIiviK3oGjR0yh82puKxn7U1J6JdEPAOwkC4h88CcKGMqZRRUHSFxU10GcB5zAkZjSTYrVjBFTaDwAYPjwVcWaXPMpYhzl8fuG2NKsAcyMeLif96oVjVh5bNvvyylrkSkzv4+ILjaXvw3AN6T/3w3gtyHI9NsA/AzL7HyAiM5QylS66YCs7CSbQCnrm1jAFFu4Oilb2Yu9bn9XpysMxURiFO1csvcz1FZ7cup3389zG+2ntC8yK2bKOc1bscH4ZCR2MrsEGlZQ7e8SQu2STDC9XQJYBXtO7qXKVhZK11K4rdxKpy4faANUZrsRlMtQpUShWIwIgAANnkF5zilpjaX0HIHYYdptARywiHP0fl6NXc3oiGq4iSysfWQg9AznWWKKcmFV9fBoS0sh2fdti3BGm29GObgFUbW15Z0UjhMrn+acQGIe6GVtU74RYfXlrbPZVEwHsh4COie2SOoTqhRCQ5xG5uhR75l2vqzsXOoUDhGGk9Hss0wo6UxMsWOwB5Etk67LiFT7tu+onEZM8lEtdr/dCs39ULlZmek9iiBZUjrfna7fD+AJU+/JdG0JmRLR9wL4XgCYnL6n9u02i1ovtgCJXEsUFlSe5UuKEH0WSME5sNT2kGZRmpSI++J1UT/XImvHCjxcZFUobGGJb6kBhrE0llWLu4SkuTxLkUuqKjJUbgoYYttPTwkbzCJ3Sk555pPqJAqGWJwKhJ0sZmLUjE3H075Xexi16+rTWImSMsaVuQ3US6xUnsKH3RSk5jpctweK6oygkykTkA8p6hKFlEQHEC8bexBQtvrWd6lhbYk6Sv97Lqy0Sw9amah9x6GiyNSiUgcIl6X96BwhlHoUE0tfs9oSTEXNnRLscbJ0UvMnNQdjSKxPSja/Es6+er927Pl92Iwt7asYOWVNreOzEtGgMkrbKfVqJD80dwInpV0NfC6UZkrbbilmNkov5gohrzrsVq3ZUcqtVkANjXhwpMz8UwB+CgBOnH+M24R6lIFETtqYPEGialD1t7LzhoKsTkvD2tsJzbLApiwMIOS0vUSF7TavqWHsWgSiyNOnZzQmatdNlzYdJWXR8Kkvp6sDpaAVBMSYtf6SO0lZ+4iOXN4g6hNuTZ3yPEDS/SorrtdBJKxiZLiOUlxPCT6hFGAihkFJ5KKbS7CMWESERQ8OMaeDZpS0vfrOIpLxEs2Adf0k6LUw2AxHh5h6CfKxoH3MMUegHThfxBqqxMvJ5cTcoCB/EpGGzom4OhrlRGIj9bCitBZiVkPJZI5yxssW0dZwWhvytxuYYwS65KZqAqlQkKwAE+8x75OoIZpAx4mSI3vohJi5E0U6HTn0FIs7KVKoQVCKA+AQiOGxnNpGOUFRxCnVKkdwHxlDyE6fU9l/2TeCdB0EgXOC4UxNcjEjo6QERILhDIshhb80U1iIl7LnekPJ6t7L9RukruNdQqwvn8MHcPPI9Dll34noHIDn0/UnAVww9c4DeHqTBvVl7QdQwbaDRu/xqFl8tdETeRBnioNTTptWa6ilpQYL21Aj7bzoBjHpeDUgb95YkM2oYdk0SEWhrlNOp4Y1GmUjG404MYG9KyxqOlTIRZH7gkFBggYrS0UpNp3P/SVWPAXx0MhlrCwYAiL3mPAkp65AOkQcDxuRVCx2jPA+JmpZteKiDS5rLO9CLVXphJJ0fhsUAedfwomtp4B4DfsHW4jz04hbAgMiXo1gFhFBpshBICeytY65vGeWTrMEm0GSJSImPU+tIGnhQmFN7DqLvNiRIHRvECql6/p/gZkADg7cJeRIUaxNKM0tJcUSB9FIB8lZZefYJcpYi3AQDt5HkZEmd+YeAAdG5B6hT3aZLAtNLFlyW+5CuahiI5r6sHbgpi5DOD/LDdp63vtMzOjcdJTglIpiySqxWmSn+xtmDQCh5p1zWdFHRBIH1RJIDeekFLNVhrX45uWUm0WmvwjguwH8ePr+BXP9B4joPRDF01XeSF5ap3rWUk75sIQIHaXAImYzDlIDA6dpS6kBqIzxlY0AdBMSVIgPHj6l26KncepUAEjoHmTIJlWAlbHZ8ccYE9UaszxXd5Ia60uWUQeJGZ7sYxEBLjnUc1vG3MQx8kfGKx8PiZ2pNniWsciAl0KdkaqNdT5igEPMkaS0/WxWndhVG96NWWwkO+cQk8XAfO8QvAg4PHgCn3rmN3Dh/C4e/wLj4sPfAe/Mxk/ybUXUzEF81GOKzk4BfZA8SxIxqIMnLogTsTog2/dUWGvXVT+tPN7K7bQd255EpwpJ+YUUT0HgoVcOhESZySwHkgNlrT7AmWDgIO/nOqFIrV1mTEFWKIk7fEcIfVqnyAgxgKLUy4eF3Q9KGYp6EjBehS0XxkqBWkjhYqJVIdoQsaCYOTGBkWLdIgpTVfyGJDVW2ELKSKxeZKXDir0366GOK7IMvCRKtHvtVnD6m5hG/WuIsulOInoSwI9CkOjPEtH3APgigO9M1X8ZYhb1GYhp1D/cdCBDJ0Nrx9h+g1X3vYyIxtrV3/Z0soBBVFg37ct7XyHbVWO2bY+9jyoI1rXlqcjjKPHXjiTzqWNk5ZODyB4JkntH8+EQASEWKwnxancAeXgItagsbzEpKxYAlThiw5Nb5q7IxTjFq7TpukW2KdHnXTLEds5JIGGO6CZTTHe28cyT1/Def/ULQH8VP/zPfx4Hi3O4fnhNKEGIYk/Nx+yByyzRceW6RnpiIPbJa5KSJ5TIXkWUUhBVQS6cTZA4ISJoLAcanhfd2EOcDFGEZtMV+1BOHneybgTJFjCnsq7MAYSuogoV7mNM/vC+NpmKaoNKER0SvBjW3an8w4y5fQe7VsEoi8aIiGp8pi4zl0ObKM1dea6zc2T3lxrvV+KDer4tQlxH3FTUrj5zi9h7LZto879r5NY3DtRlAN9/1EFQolfa4lQ+lFIZw6m8NOSFUo0uMIw4vW+BXdkIRXg2EEJCJIZahC6woTL0FD4qa1DeUDWuZZyK1Mq3ij9ZQlqB00bQJIEuU+hen0nAJristSpIYeLI5Y2nnxhCthnkkJCBhxg2a4wCz4kSoMQmIzslcMp1BLW3ZCODVLYe+s0gSl44Dikxm3w6SHqZiAVeuHIJtHUKOPtmPPjIq/GxP7uOs/fNxVDeayR3IEWQRc6GyokHYJk7ArJbJdSWVXhvQWCJhRzbjErR57XX+RTSK7PZISGyPgRkK3pwMQfK67LIZmUEcVvtEUWZyAGOIjrH6CEmgJ4JjgLAHRy7hNg1Qr6BLSdxJmT+CUAQqpcE7noJOwpA3UPlwOAAOF8Ii8hRFIMOYBZvK4oucx86z4lfAzMjJC4oW+GyS2PU8IyxzFk+KJYpyvrgSXugFbsEzophpVz1/dsyLJQybRnuYx0y3qQcCw8oxjKZ3p5AzIWRsC/vmPOEDlGnyxYY4mFCVAdjyO3Jhapv7TO3OSTETu2IzLANGr26tBTvUt+RwUbb7UjsbIVNikmMECpeRcVMRAURDHk6WapcFRBtEGJKycq0nXZ8lrJdZXZS2ixIN48tNxpx4/I1fOJjH8WDF+/CG9/5ZjD1+NyTn8T05Cns7p6G91YWaYzSWWOCilkPZxFAzPUEeYqyy7K2ntQHvrRN5gMUa4123qzM2L5nNYf6P5dxC/ue5jSmA54Ta52YZ6GIrRPBsgZc3qvoHBwZCwEqCirJ6VSvnfSh4yzrU+aN81jqTx5FtcZitlja0jmnAkIVPNix2O9ROGq2Ca3YYtRksLgVCHNVORbItCyilCH5jFxAInsciGo23QKtLeoxlHtq6tdUrcfSaqFG0nahhxbHOVeZhrT3htpu+2hZEqWeqrZSAA8h76I5NQRqy3h1npxBKhKMQ90DAkeJjg/OwYYpG0fHFKxENr/EHlj2qqlEAhySIi5RpDFt4kTh27n0lCwVEgKMBNx+xxn86a/9Kv70kx8CwkvABEB3Grf/yIN4zWN3FBbfZGDI/TMQuQejA2Jfcl3FxNkgpvGo/3bMjhh2XEPIMiNWZhBCdmoQGjM5S6R4EF4tARjSJ0rbMXkZERWEKRr3Eu/Wo2RQlf6Ts4GZeytS0FQ+2SOIHIJGeUIaQ6Kk1T5WqMkejqcQMZGsEyPJlRnJ31+l/wWZlj3JAIUU48LCtFKgiZMz4Gt3wRDbvgqZctRw0sV0cawMcartnh3DGzdTjgkyrcuYnNNSAJZVt9RWuzhDii1tQ1jnYo4hmtKEQCwSR230e9Tx32xxTsKNDdkyiu1noq7i8Hy1c+KcS+ZOauMJgENSKAWAk9aeuARl1/A8MSTWlBKFUeSUUi8kkUCtkS0UWtkgah+JJK5gjlmRyA6Y93P843/2z/C//Pc/hMld21h87jP4mv/su/Ha17xW6pq5EBMjHUsAsxfRAUSBkQ8Zm29Np4uiZEaAuafFsPEmMl/m3qWJAI2CoE0qhZ/XC0WWS5SUMoQaIaT2HYTFdmkNolKHxT1P2s1jVMReH+xESSbcQ2L4Qt1/C/Pict4kl2TGhnBsDnButZTpo9xiFa4vO9yKgqtFXi2KHPLXX8nd2Prm+hBhE5trmUrW9zPxF25FORbIlAjqSVgV3ahVziJi4z1RvGuKlKA5HiKy+gAAIABJREFUeXy9qS1FJb91IkMBEKYsfyrZSdOGKDp6qK3g0PsMUq1LL6mbBJkFbE1xKDt9FsD0Sd7lQYgprXUV24CFwc2BNpI9ovOlnk8WCjECHFKcg15cPjsCEPqcxEyCKrukvZdUMDEypk6dESRyETEwdR4lSIi8nPcSkg4cEjVWbA85iFIkB+1OlN7VKy/h7//AD+K3f/ffYXbH7XjTG78a25Md7B9eA6KwjV0K4qHxKfWAJeoUx8Il01uRNbPkj4fISzky4GWcfd+LC2SGi2T3yiUXfMjR7FNUJ3gw99llOPZysMUgLskiLhFqNXIPdGoXSyn7p+oKAgg9GCRuvhQA0sNN172IL6AKx4qSLsjCcXJlIAICS3AUhogUOMncSTmoCPBCMpPmOURC0ikLLDQATFziQqy4AEZGrMFGfIIP63q9it1uCRZLrQLL5oK2tFRmpLoOqc2rN8FnbmE5Fsh0XckvTcrClnvLi1qXNnJTG1SkFBEdFJZOEd/wgkmfTV8GSd9MWX5W7SKRqRJ1IZTQebwkPCc45fTT6ANirJP/6YZjZrhIYmsfKBl+C0LzotbOZlRKscrcGHknUCi4rPhJCg4UA+pK4cYwFGJBBMIRyLx33RRPP/s0dndPYjbbRwwRN+b7iZ2NcFBnjnLwcJD4qOnFM1Um8xNRaBkdXwRMgsa2DG98qzjkJRiQB+t+tF7DPyAHvMnUuSjnPDE8IeU9slRggTlJKY4iZnF6kDBi9nMt6yX/xMJvJ0QtbcnhUMOeIEe5pAhUuQAbq1RFDpS5AJWBtyK1TUqLEFfpElY9J0RAN/jckOv5rSh/MZBpJuh0ojZ/dojUz61Z2R1IDGES8GIEEOrfq+6t/90yPS0yld8uccSJEiHLtlPeBCQPlOf0EIhJi66ftEGYGJLkL8AeAkWkoBtDERGhRkYqHpGNbTOo1vWW56ktWQaogV5SYOft7W2EGHDuvnvxu7/323jXN/1tHO4fVAyBldlWbUI13jHR9l5ie+Y1jXmeZD6GD0f7XRUq79ki3UIposyjE1OwrIluxCDqZeadQ+c8Jl4OQRF5FzHWYrGoqFDtr/PjpoHMavmg+c9EUafjVmN5Kxaq2GHNRuFUrKDygvThNJ8O4EhZXdW+Zzum9rr+ti7I7X2ORVZBAIKxn156/2bZstw6cXNfctOoL2e5FWS4lTe27EPVT2Yn6hP1KKeXXfyjmFtYIK7lRYVdJkWiuvmgNoXlHQqbVhR0LbVcZHkAJ+WT/g8i5JhA+TlAhYI5yo5B4jHGrLgiopTsLG+loVkanjuEAuxJznjq5F3YPrGDp5/+Al546jK+8Ru+BcwuscoOzNY+tiA+4phlm5yptjJPdq5WwZids1VrOQRbMj9JC28oQjfQjEtUPQOI1ME5tUNOpmockrVGy9obRwGWbLllLMlxQJz/EzxQhiOJ/JXmqNkLLQyrxxhn92GhSKU+wI6zjzw5FrvehMA5iZwyzh2Z4/aadcu130UZVurWAXVK/RiWlc+23Fq69C8BMl1Xx06YRZBD39KeT7K99SxKydNduyIOncb1b1d9t8g0y3xyvAHdmAwg2WcmxKoRrqqT30XjhicBP4iT7BBqhN5q4WPVt0aUXxIjNIjFapRLXFT9DM7aEiWncl0gggOyWINjwPxwjv3DG3j9m16LZ59+AnfecR7eOckmC5F7xhCgSkNwYb31N6IVLSQEx5pLK4lSUhrh1cXYJjMANywzVxmnfhc5ZHqaIalUXJJ5G6ToYoBDkrf6vsQSwCSZ+tjUOQbJRJbMNhmGRJ5LcOnF9T0lRxMISedYi8Hqw1dccbuQjMySzWjkIkfKVLg5QoEEJymLQ4uw27lqEWa9H9t92FD01ZzX/4/t3dz24N2bL8camWpZWoijUIuoAcRO9M3ITWrEMvzs5hS1IktltzRxXg0w9khof1f9DtyxtqWWQteN2CI1b4Tz3tdz1AKs3huzu7V1B1k2VkcEw2M3lBcOt7HFJ9EfRnzhi5/B/Xc/iD7MMTvoMQ8BvpN0zlM6mVxhI0JfFCDOtFfNlZL7A/fGxj903W7JMc4n32vmsVXmqPJGWW8JZchJSadr5wbnvIVru85DpeWC2jWqv5cp1032zar5aPtt642bH7Z7o36uQsjNWVcQ8/iavpxybJHpKhZsY1wFGNfGwroAWJbLVMBYzKBWT/g4gGzKPg6JIGy9QpnW32VcBfgyZZZkQpZalPiiZcjqwaNKA+cpUXyJWqbkQR9TjAGu6U1V+HCIKdCIPOtAxS1TtfqJOvHJY4uIjLKqRuaAy+lEmBmPvPpRXLx4J1588RL29q4BfAhHhMlExrm/t4f7zt2Ny5f24Dhi1oekUEsG+BHJ/ZQyRRijxslFEWnE9YhRZYvMyTOKAJctGoB+1LojtaVupigfNfURcYuILLquQ98HCWBCDvPYi3eUIpgQG4cHQoyhgmlFxoE1PxMlG2hVWrZiifFD0XufY/HqoawOHkPzFWMtWlqHtCquamQfLMnE1yDDoXbsgbE5wbN5GTfoOkalRTpH+WgZpyxKH6v6XXVt6LlN32PV+616bpnSrN/FJWRlme7qN3O2L/QJ2SjCUaST75nPkG1fO7ftM/qcfobmyrHco8hAiDm30ZnTZ+Bch93dHWxNCc89/zhuOzHB1BOIA86ePoM/+sMPYmcL2JoQDmczdBMP33n4TlBWa7c4ttab3F9Xb1XZpH6eDyMe6KgEpqnm1RwQVRAbAxuKVMc4lPZ9FOEMUdZj+8lheW7aOjczF+vqr+uPBj5ijlb+t5+XW44tZQqML8atOFMsVbokY+EasI7aZtVWc7+9NwTQ7T1Lker3UtuJbaemnTYKOtEA0JEEJ5G6yJSN9rc0/iga8pgQ8hCybDeenU8L0FDZocremun2NMU9d92H53iOZ575Aj7z2Y/h3vvuQggeu9u34crVl7C71WE+uw7PHn2/h62t2xAci21w6ks3DFfja9nL1ZSUhZnyv53Dgrjbw9LCxRDCyvFSuSDSzjkEcliQzJZFkLVcti5VDNuGgwGKhUt7mNti35MicqQnHWv2bFKqXe+beV21Hzbl3rRuaQ9L14ee+XKUY4tMVyOxWzNpFaIw/Q4h2uFSUzw2v/gQsLTIdAyYy/+6MWtk2sqwhihDbdMnhZNTXXmqGgYAUdseG3dbLEJokcfQe42WFDIOmoyQOYsgQgSm3RRhEbFzYgtEPa5fv4wzp+7Fpz/zKZw5vYOveuPr8OTjn8WNK9dw9p4H0C+u4vr1ORwm2Nk5iWSpb0Q6hkrRQ2jFMisCqxWCNdJouYR6LgrCyd5TKaRe9h+3cwakQM+Uf2OQijSsKy9zCtp3PR6F9WUFrA3XqAds/b6l71HkC0lyeStKewAd93JskekrXcYWKG82BbLK8Lyt3Prgp/Bq2UazftYGHZFSa9DtPaJMuy1TphXbKjLNoNpgI/obooRzUT9tUJbNeUp+/kiUHIr2v6IsE1UStA1Xy0vJUUZUbc+WJbRyv5bisOZO/Zxw9doNbE0d+kXAn3zkw3jzW96Jiw8+gL29y/jR/+5HcOG+O3CwfwMBWzh/34N459d+E2LoIFlRIqwDwRhVpC6V9rhSaltFIpWYl5PjVmLBh4zBa45iOQC1HYuDuNfGFN3fR2PqFGXNXIpfSySuqEodxlhTuy1oD10fmoM22+jQ4T1ULPczdn8dNdrWtzCX29/o6S9P+QuBTJcW6BaR89UCNxsgn9puvC8aMJyT58YRcI3gJC6aVXgNUYXrXjezWlYp0cjO2k1Rt18rC9r6Q+zqUP8rkbe9z8imW0Pa3JYi8d0EZ8+exeHiEFeuXcOF86/ClSuX8dnPfwGXnv0ivv8ffx9edf9tmB/O8O9+5TfwO7/1Prz5TW/GpWevAW4Hd91zHyYpu+zYuEamZ+UzOuzRQxlF9NIihbHSUvo5DgFqBNPCRXsAAavXoh1ni+BbUcQ6JLmqzlDdv4xlk+DQPw3gWwE8z8yvT9f+WwD/CMClVO1HmPmX073/BsD3QKyGf5CZf23tKJgllNzS5QRYDTsdq7qrbTy7BrFxrDd+pp0S0pSTuUSPcrRCczgAqCRkSDWO6tRuWMK8OZTarHdIRdnkAMj2pGYWg3cHaDxJdg7sGJEium4K1awDvhi5a/ggQKIpUQSynBSAizImQk4TI+MUciiGWCJMOcl6wARJYxEA7zyYIkIMWf7qvEvOAdI/OTHADzyXRHjQiO6upKAgxuKwx7l77sUTTz+HK5cv49v/5lfj+eev4+ydd+Pec6fwgT94P/ZedwEf+eMPw9MUf+s//Vb8wQfej2/9638Hi0OHiA4BhtpyQlszo2jzwfBKSVuEHlJoQ0opbSIA9VGnPlGnDkwMjwBGypk070HTlI45psyoOSVI4VJkToUTCMQABeknMBx6eLCw/Fkc4NN8R8S+B3eCRF1IRv9gk3uLESiAvMciLhJXwclvH2CQcCIuGdz7dECkuKmqpPSdyAYUWTsva94v4gAiFRtgdUEFU7YQUfhvvwu4m3nPF5HsonU/rha7VXt15CB5pRD6Jtr8fwHgrw1c/x+Z+Y3po4j0tQD+LoDXpWf+N1pFpmkxlNTwB9XHuke2ZdNTcv2QhtmW9tQeUiaM1bftrmOLVo2pvTYmz9qEUswU0AYa7/Z9KiXFywDc9vmWIqLOYdGfBHW34VX3nsPlS0/CT/bwqc//KW47dTueffYAH/vIn+PC+fNA3MF84TCd7qDvCRE7CNhZO4ZNxzf2f1t/bN3tO479tu23rpKrOINVbR313VbVW3Wt7XNVnXbNx8a7+R4ZNk37UpVNIu2/j4gubtjetwF4DzMfAvg8EX0GwH8C4D+s6WQw1ccqBDVWKhZdjtnBZzeR/ayX7ywDl363ADVWb6jOMjC213lwc7UUbyuP1c0tWVbrDZvH3PyW/0uOobbPtl+5t4bNp/aZUmeMZd4/OMCJE6cx769g58QU7Du85tGHcf3aNZw8eQLnz9+Je86ewOc//yG88FLEufMXEcFYLHrAo8Q1fRnFjlVZ7/L+wwizFWGMtauch9YTwsHB+Qjqh2UQEl1fXT4Np9KICnQdbcI/6Y+MsqnYnmaRsB6YUOKlaSflla7fW9e4TdlSJGmcBM9EyIFq7Byt33fHs7wcO9MfIKKPENFPE9Ht6dr9AJ4wdZ5M15YKEX0vEX2IiD602LuykuLbhAJsi13Im3nejDN/W0ph6NNSaeuoxiGqbuz+amS73K810xmbl5byGfsMtbEk2xsKNDEwj0NjbhU3Q5TVdHsb5DweeOgB3LhxBb//e7+DRx5+AI4iHnroIu699xxeunINN/ZfwksvPY8LDzyAvf395E/mVisSV5T24Gvneai+pUzXEQlDB62FKfGC8oPzZ+tru2PIdAyuxtatXQupq1yhaZPi6B4Yg92hOVw1p0cpeiB9OcrNItOfBPAwgDcCeAbA/5CuD83EIPZi5p9i5rcw81smJ84cCZmuQrJD/w/VGSurNs3LWeiWqhujwMYQ2FCdVZu5Be6heWg3rt1cQ5tjFYs5tFmH6qybw6EDj0hcWxdhhgcffBC//t5fxd13n8X16y/ir3z9O/CZP/8EPv3pT+N33/976BcRX/Ha1+Nzn/0ctqc7YHhEdog3GSLIcjmr5tvOQfvetu5QvTGYa9dirF/bxipOpU1Ho2WTYEBtnzk3WPNOq4iKoahU7fu/XMpUnq1zrH2pyk0hU2Z+jpkDi2Hl/wFh5QGhRC+YqucBPL1Jm5tQQuuozKNSnevGcpRxrGLnNjmZ22fHNks7lrbNMUBchwj099ictnWtCU0lJhh4bh0iGBpj2y/zHEQ9/ujDH8Zjr30MF191P0I/w/7Bdbzz696G5194Ho88+ggee/SrsH/jUFxGXUSMi6REFNbzZsuqw6K9r+Nf8r3H8DqUdi0Fqm63fpTDGIOlIdgY6n+T/5ffT83/li1Qhto4KkGyDi6OUl4OR3oz5aagi4jOmZ/fAeBj6f9fBPB3iWiLiB4E8AiAD27S5hByapHEJp+2vbFiQ7eN1bNUwc2Oo31HABU1aD/apz3J1RVwE1bKPmcR4xjiL4hqM2WJHYPKUIfksjl0G1E1/jHKdgwh2PY78pgd7OETf/ZpEByeeeYZbE0dPv7RD+Ghhx/AAxfO4yte91q8+PxVEALmsyt46qlPwLnrmG4FTDuHMA9g1BSVznE7F/a3hYVVB4FlyzdZJ0W4bSI+i4hbmFoFr/pc3/cIIVT1htpYJ26wa2+vWeRO8EttjyF5W4b23yoCxcL20Dq83L15K8omplH/GsA3ALiTiJ4E8KMAvoGI3ghh4b8A4L8EAGb+OBH9LIBPAOgBfD9vIMRgbMZ634rSshGbsBXjQLeZjNBeG0NU9v7Qs3aTr+pzHSLXMiQrI2qVKnq/3oRtgIujrI/UHX+PoSy1RMDsYIHZ9RmeefYS3v72t+Kuu0/j4Ycv4vrVazh12za+7uvfjq2pw8U7HwJNDnH+gXvx/t/7EE6dCpgdXAbHbXR+C5HSGG4BpTK2xras4lLK+y1HM0NWEa5WmLZttRxSi7zrtsY4gbpdDccotFfcaM03oQRlTOPjX1fW1X0lEedQ2USb/10Dl//PFfV/DMCPvZxBmbaqby1DbM9YGdqcLQJbx4aNLUrLNq6TkbXUzRAFZJ8tvUouogLw7UgcnKs1rq05jaUClk9qDUbMJdKT2TAhlEC9IYRMlWoqlNHNxfX8yJhqV0siggRPrucxz1PKX3X69B04deabcGm2j0vX9/DC5Wdx4dw5vOreh3D1+Rt4+oUv4g1vfA36U3Pce/fD+MhHP4rXvu61uPzCC7j8wudB/Q6mJ+5ATxfhXH2+q43s2pLSSGevA5MZjzUYNwJAfYrPWvJdARGOpii0RYS1NS0wXSNT3wEhlDWNCKBkjxuz9j/AUZ1eXCm/Ieqw/F9bXhSOooXlmBBqHWlNNPsBRJPUlnxWcXoWaVviwHI/t4otH0sf/0qx/cc2atQmssmX284QizFWhtiFdey3Pjf0vB3f2P0a2a2n3ltkrRtUN9YQRTlEKbVja4HemtMc5WBr+x4aR7UOvp5TB+Dr3/FXcM/Z87hw/wXMD2eYTID9gz289W1vA3mP++47j0uXLuGly5dx+5kzoAmh2+rw4pUXMd2ZIISDV4xiGUJc5X2Eqht6Zy1LSsAc3EQQnCKgnPE0px5Z5hzGRDp1n26p7024p+XvovCx8NrOzTh8r5fZ3kyxcN+KFayIpd0bN1uOLTJtJ3dsoTdpZx3iuNlTat1iDAPecp0KIVEEKGaKbAkwq5iZaaPwOGCOFYuoc32KA0Bd/27ThNi2jjqPNfVdI2+bjkU/nXfY4hP43d/6fdx37j54z/ijP/4gTpzaxee/+CROnb4LTzz1JG6/6y4cHM5xGBe4446z2NrxuPDQfXjiucfh/CECX8MiXgf5UKUjZnLps5paHXpPCTRSKN7InOg0B4lUOq6ssR2Jgmc5XoMErymHmRt4th3jkOw1Zy3FCrmjk/QjoJgR9zKXOOT+vLkWfQh53upDbojYsX0O6SxeTvkL4ZvvVky2NTAeKhrJaXnBGFwhIbneKgNKO8va0di4prbU1djmae/1fS+L7Zr22FKS4o4oqXmBwKFEOnIMXcohqsh+rFdZ5UFGEZLqQsdWs6DK4tvEa1bRZefH5u/JrqQ5xN+ytQBBEqNlJOolMDUzI7AEAHHOYeId5nsL3HnqLuxdvQEHwhvf/JUIvI1zd9+N2SLgcDZHv1hgMu3gvMfOqR2cPHMKZ8/ei1lYwPvrePDig5j4LXzmz58E6GT2nZf8V0AJeVJcZpnEVTO7SaYSQkrJrOvpImII8N6XeWEH7yaIiNIsmwDTOrd9BHXibiuHoxeXXo4pRXeaP07u1OzgfTJ3YsZC8x2l9Q/M4BAwmUzACpeKUBNYLQd3XobjGCXjK7Nke02ZpoqegwFNuKeZLy2rPsTK13C6fM+KPcZEfdpGe7+CxYF7r2Q5FpQprfm8Us/W5dZ4YOVxHZVtyRRnzJ9l0YYiqTrS+mr2cuQQsu3SZmlH7O+jcApjHAGtqDNWtvwU587dh4cefgjzfo5IETsnt3H9xh68d3j00Ydx6dIl9CHgpSuX8dQzT+LeB+7B2XN34J3f+A489NDd8G6GX3/vL2FnZ1oPgmuqNBN9OTILSyyCxHq37yRy02U4imTD0sUc62BwruBqStUc+A4RmmZZx6tJ9jZfh1Vbvh17DYetDLyUBGe30LbzlUZ82sfNig+HyrFApsen1PFIx2Sr9nvTcjMsTO7bsFpL/TapMoao5KFUyESURQr2mt2YLWVh23k5LNmgnDqz2jBUYCkakyXEPTz88Hns7e/h1a9+FI8/+RS2T5xAvzjEiy9dQkcRO1OH207u4urVK7jvwnmcPXMHDsMcV29cg3MzzObX8KpX3Yf5fA47LZGACFehBEkH35rpmMOE7ZybeUnzWntLDh/YzJwp8aF1okT9WZa0nrs2tGPdtpnFI6zb+Fhza87CigY2uXUeSEMwvwoBtvv0ViPLdeU/ItOmrJr4oyDSVla7GRC31OngKEwn4wqNVmbWIkGVyY59bBtDQHkz8uYh5GnbWDq4mikjAJPtHq/7ykdw2+kT+I3f+k189VvehjOTXTx8zznce+ft+Pl/+x7ccfspPHDhfkwnHWazAzz53JNYzBdgYkymBOIel196SXIyDW6BBqEyV+Z7dlxDc5/lk6TPix98NRfNuylCXS7RIO86Y4E+NwZf9XxuutWXYa/tb+lwNmnFXwmktQohHgVZjsHzf6RMj1gshbWuXvt77BQcKpsjTvPMUjL1OuFZPQ5DMaJ4zJSA1MvPDZmIRCDL0jYpQ5to7ZwmyrdGlonKZZNBlIXyHDusLEd96vYpnnrucfy///b/wdve8U54N8W1eYAHcO3ai/hrf/Wv4pd+4edx9fKLuO/cOcwPZpgfLnDp0vMAM65feQm/8qu/glO33Ya+j3ApwDVFYaNdQiZJ+pf6p4z8S1oRvzQ+CdqcTJQipXciswYp3DbX78QsYfE0+0GMVozjwZqEkHyWm9p5GlqHZfhUpCxy38LCF0pyeS2LaVd7MDOrXHMcCa1CUIOcUnN/FUW6CiG24x17/laX/98g06NomzdhI7TNIWpO743V2wTh3grNZguMm/SzalNaAD3KoTGmzLO/h+a8rRdij7B4Bp/6+Ifwd779u9DxCYT5Agd7L2IfB9jqdvDC/hzf/re+E089/jnMblzBZOpAWOCzn/gQLn3+Y3jis3+GeO05fPB9v4STOwG9X78F2jUfe0f7/5AL7Sb9DK3TKpm4rsUmsFqXhNipzkAwVIaQkq2/CZLaFFY2JVpWPT+0B78U5Vhr81sgalmcttgTemwi24lebm98c7WI0Llhw/sWyK1d5uD4crs1Jenhq/YK+2UokpGxajstm1/MQDhrk61MtH1HO+cxRnjv0XVdhSzazdVGaFKK2rxuXd8t53dvqS0iQtdNEELE6dNnMJvN4DqPSbeD06dPo+/nWCwWuHHjBs6ePI0rl69ga3sbe4t9PPDABVx54QVMJh1eev4lcC9WCS+88BywvYudyVQofjO7DGOZ4Ipzgn4PgZessaxzH8bTPud+BigvhZMWTsVVVdIuhxDBEVXdVoPetlvDQLd0fUzEo2Owh6h1v3XOAeQBXk6dkt93xQGpvy33tO5gWJrPFfigrTt0/VaVv1CU6SZsw9AE3qzyp21nqM7YiTzGtmx6gt/Midz2ZU2UbNvjB8lye7qBVpmMrZrfddTx2NwNy4GB5567hIsXL+Lq1as4efIk+r5H5ySy/KSb4ty5c5jNZvib3/Ht+PCf/gnuufse3Li+jzOnTmN7soP3/tq/x/6NPRzeuIYPfOB92N6eVnMyVMZgaB1craMOx5BGiyCGfo+Nz7Zhf2sWhnpeSz7ZFi7bg8yOd+nwbAiFsXlYBdPrOKRVZRXX86UsxxqZbro4r8QELgHjGpZmCNhbCu8oYz2KGGBIzGDHNTSOVe0pIrZUw6pxW6S9KZWwyf0WoS76Hs88/RxiL/cPDg4koAcYL754Gdvbu5h2W1D54jd/w7vwHz74h5j4Ce48cxeeeuIpvPD0JXzog3+Ix5/4Ai5ePA/ifqPxbVLseFfFkh26NnTYtjBl2x5C8HrPUrabIDI7lvYQXUUUDD1nORn9f5M9MEaxrrvWXv9Ss/a2HGtkCmx2mt9MsdRb625m7w/1ddQ+bwVlPNTeEPWmz7bvtCmF3hrit4h1bIyrqMt1ZVME4p2H9xPc2NvLdb0nEAi3n7kDBCciiEmHk7fdhg9//I9x9ep1YYkj4dmnn8cbvuqNmF3fx11n78ZiEZdSXm9ahg6pFmmso7baeW45iqEy5qkzdqDmOc0KzZvf8psg/Lb+0HPVuNb019Yd26/HoRx7ZKqlBbZNQuht0tZRP7aNsbLJxrrZMtbuGAWx7OWyWWkBeGiDDnEHLZVinxn637Y/hkjt5w1v+CpcvXodfR8QwgJEhNn8AFvTbUz9FoiAEydOYLY4RB8j3vI1b0WMwOG8x795z89h++Qu7nrgATz62Btw/vzDuBVqgyEuYUxU0RYLz/bgGpuTMap0jM0ua1dYenN3cDyWslwnrhqai3X7ZxOi5Gb35ZezHGtkOsbKHIXqGWt3XXtj7R9l4W41Im3bHRvPKkBfNRa9vw5oj8ItDMnext5lbKzlf0YIES+9JGlu5nMJAs3MmC/m6FPW0M53CJFx/4UL2NnZwe7ubfi+f/R9OJwtsHARr//qN+PchVdja+cswFuj83GzpZ3nMeSxCVIYmvNV8Nr2ux7hjCvKhsa/KSJTZDzW1s2WW7H/X6lyLLT5chL3S5NfZHGtxm7oRNX/mvNhALhWFSLJGsQ8ttEJyFp2HW8dPq30QdVlRX2PAAAgAElEQVQ3NR5WGShASYXMuTaZ9LZstfdpTFmjmmxUHSfKgyFJtkOQaQqAd4TOeTgGiAPA4weV9mP98dUnn4iqnERj1Cal+AGITtJFM0PC7LHMFYv/uoy/QyQn6ZHtnDBAHOGdw8QTHIkK5caN64hRApQQEWaHBziczXHP3fdhNpth/2AP/sRJXL12DVsnd+Gcx5XLV/GaRx5DuL6HMCHcdsdZHCwIp/wpMG/BuYBIMbsrOQAyAACsvuySw16CGgAejMVikd/ZZb92RiRC13XoOYItB0VpcbsOMQQsQkjxFmTJpFuGB7I9KXNI8+bhvQP1aoHBORQiEUHcSj26zoMooO97aFwKTZxXApAzkJLkyWFEuR5AiCHNAqu1SB4diAghRMTI6Dq1NPAg4txfCxMrqdiY2tZnmVO/JRSg07UAEMccrJq9Ayx70b3SZS1lSkQXiOjfE9EniejjRPRfpet3ENF7iejP0/ft6ToR0f9MRJ8hSbj31Ucd1CtBtq87XW8luzDE5tt7Q9fH2mnHv6oMsYer2LS23fb5Vex3O66jU0TLY1pXHDkc7m+DYkDsX8R8dgjMp5h0HteuPwcA6LoptroOe5dfwqWnv4j53g2E+QKvf90bcf8Dj+Dw4F7sHZzDhYvvwHR6EhPavynxx1FhhZmzqXxgRjC/h2jDVe2vExusooCPWlbB8ip2fQzub6YcNwp0rGxCmfYA/mtm/jAR3Qbgj4jovQD+AYDfZOYfJ6IfBvDDAH4IwLsg6UoeAfBWSPK9t24ymDEEUJd1wRQigHFD5C/lwiyxYdgckQJHO1RksywjsjG5l1KWLRJslR8WobYBp8coD8LNzTEzF1qCpSVbCATfdSBMceXqNTxw4THs7R1gut2DphN5HyepiEMIOexdiAG3nz2DMOvxjq/5G+h7Qh8YHHt4Ex2r7c+Oq503bLA27VrEyKMKpGqt14hi2udaLsGywfZgvBWisdbKYyxjQzvWV4JAOm5lLWXKzM8w84fT/9cBfBKSvvnbALw7VXs3gG9P/38bgJ9hKR8AcIbqnFFj/axlCzbPOLhaG7rqc6vKmKxwnQzRlqNSFLpp2vw/tq8xinRs7q196SZjswfiUSm+dlwDtXDyxBns7OxgfriAdw5b21NcvXpVhC/k4BARYkCICzBHhLjAiZMncPbsWRwc7qPvHYimGI+A9HLGN1x/HVyvmssWSY49N7Te7cF3K7ivV5qr+4tcjgRRRHQRwJsA/AGAe5j5GUAQLoC7U7X7ATxhHnsyXWvb+l4i+hARfajfu7JmMW4mdWsTPuwI5WZZrKE6y0qU5es3M66xMQ5Rprb+0OYe+7S+2GMs/qqyyfsNjWesTLoddN02ui558fQBW1OP/vAAs2QyRUSYTCbY2d2G7ySu6db2NmbzOULvwHEZ7MfGaSn4VUhx7Hk7l+37thRl27alLvWepTbb58b6z5T6yMG4avxj99Yhcjv+dQfrXxZEvDEyJaKTAH4OwD9h5murqg5cW5otZv4pZn4LM7+lO3F6k/4Hr68D6lbms+rE3hRAjzrGW1HfbrChZzehEla9T4tAtY92c7dttUh30/caWoNVYwMAcg6hZ1y+fA3edQgh4AuPfw4xBmxNpzixu4vFfI6D/RuYTCboug7vec97AERc27uBxx57DF03Qd8vRvtYNUZ7vV2HFgEOwdmmdpH2ELR9aJtDOb6GxmnbG4KPdoxtf0Nzsarttt5R9s/NiB9uFgm/EhQ7sKE2nyRj1s8B+FfM/G/S5eeI6BwzP5PY+OfT9ScBXDCPnwfw9JoeBgF0TM7TyvWGTnr99omCGWpniDJoSwvYm5QhBC/trO5jaZE1kr8rxtqSxM7WtxvJyrRq0xTdzOR41CZRr6mWWKkZZq6M+VsqSz+tDaTWa6/X71nsKkMIYJVhpufZlTVyzmH7xGnszE6A3AH29vewv7eHfjHBlStXsLs9QUCPy9dugMMCV67cwLu+5Zvx7PPPYjr1eGF2HWdQ5sZ7j9gvi0RWraPMAfJ4qnmnYaqMWTTvGv/TJiJsqU79P4QgEe2zRl7G3abhyAcZaq+rFqbqA69wGtZqw6YyqWDGjNM+o9cUXso71bLa9t1sW63Lc1vaPdq+Y4vEN0WMN4O815VNtPkEyUb6SWb+CXPrFwF8d/r/uwH8grn+X5CUtwG4ykkcsK6MAe/AmAY/q9ocoy5WJcVrA5O8EgvQjrU9KdvvTZ4Zojbs9aE29Num0hiiNlatx9C4h8Y4xAEMXVvqB8DhbI6DwwXO3XMf3v3ud+PRRx8WxD9fgPsAhAiEiN3dHXhPOHPmNO6//34898IlnD17JyICvK8P67GyblybUplj79siUntQrUIOm1JTQ9TmqvcZ43rafdbCxVEo2bGyrv4rsfc2wR9HKZtQpl8L4O8D+CgR/Um69iMAfhzAzxLR9wD4IoDvTPd+GcC3APgMgH0A/3DTwYy9UMs6rNsAm7RdqMWjL2JJWTGsWT1K0U2x+t3rDUwESLKz8r4xMmK0lKkFEIkSZanjoT7bDb4qsv4YEh9E6CRBmKVPljiqzFUMUyDlLRpI1Kb/e+cxnZ7AiZO34fHHH8cDFy7g8PAQomjSeQiyLEQIMeKZZ5/FuXsu4O677sa1F66g2wlwTpPWSX86ve17DLGD5ADHVAd31ndq1y4n69NEhPXGrXJlsQMnuOq5h9e0SkRiL8k6DoLENY3N+Mbhzx6OGldVlkDnvvwehsOSWdXOjz0EqvUnxqYKvqHn2/1u6wLLMHZcylpkyszvx7AcFAC+caA+A/j+lzkuAK8sNTh2Io1FWnqli266oyva0maKLSunedlTm1SLGVoKsnU7tci0FQusojBbtgxpBOUeCZIBwJw2eZ3bQ4IfD057RL+IcNHhEx/9KB566B4srl+B8yewe/sWaHoDu5NtHPAhDg96hFnAibMncPvJ0yAXsLPr4bAPDtsg7wGIc4CO1o6/Rjb2nQG5uWZRqmeU2l+ed63Tc3J0QASBwcTZcYNToj/mAGa3BLsWmVbzOEA5DnEOLcUpDhZ2AerQjO1hYMdB5Deam3acY1xVtf/Y5cN26AD/cpdj7U46VIT97sxnfe76sXZWfcbyiB+FLdgUEddR9Zv8PsMtl40aST4DlCKvyMdjc8Rp9HhEBgeJ8r4qSMo6Nn3pd2wVJYQW9ISgYRlDet6lceYxE4E6B9dNcPXGHnZPnsSp28/g6vVruLZ3HbNFj8N+gccffwI/8RM/gRgjPvXJT+Of/tg/xWf//DNw3sF3fuW6DCGbod9D8znWTvlQ/sSI/C3/J8oReri4JD8u0e5z27R84G6KUOqxrBADDfSRWhhpU8YcDbW7yWdsP1XXUuJAO0ZNib007iOVdjwvrxwLd1IpSkWh+hbqSlM+DCGZVujusWmhxG5yey23VSPR5b7HFlEB0Te/x9nquqR0EGSfi9XzkRNVpW00bYkHngOxA2Jj0cCUd/8Qayd1AESWNMuJgtNvYoAjF4pTCZrmDVtWuWXjIgl1mueHxVVziNVjCLHkJoSd3dtwMOvhuy1cuXYFJ0/tYrK7hbP33IOf/Of/O669eBlvetObcObM7fjgn/wJ3vb2t+POU2dw9cUXEfoeMXoMBdivVsK8jFCGXBFrI+nqR4usjctIoMJbBESNK5i4iQgjBiEgcg8mD06unepGnDkIV1xGN5dhatoRNSOsWfiUz8XMjvTpHOUDwCbp46rdo5fBPcbLqVE0JXndF5tvbq59acqxQab2JLILXzT6tdIIqFnUMWoxSzcbxJg1zaZPxnptoS3OebPxC3A7p3VVZJA7rtq242n9muWaGZfufie/SbY3OBZkqu0SA5Sodu9liZU6FGU5JbZfN4ImfHN5o4TAUM6fyKdDzeV6ZfxWpittlcwCZnNEEo2z9zkWgayBuFW289FRodCJGOSEauv7Hr6b4IGLj2J/FuC3prhxYw+f/dTj+MF/8oP4e3/vP8e5O+/Gxz/2UezN53j9V74B999/P/7sIx/HhXvvw7zv0PcmIDIYkaN85/VhE4GhFHkvV6EKC4OqzRfLBEU8DiEkqjN9oJGh9JBISCkyixs8AYt5QOc9yDn0sRe4oggRDaccXo4loyoBXPnelwPMJY+wNlK+rVfeJWRYqCjrBINwZX3hCOQdOJrDLxEzYyy7Xd+ytjoWraf9JuBzqOJUyD15IItBZKPkbwVHN3LirQpx+HLKsUCmRMgaVv1dlxQgA0MAsFrps0TrNkjVfrsRdmOsjyHkr+MFhJqwxR9xuhnBvHdJYWLH1VK7DiS4Mr+LILvyDsoBDIsAKiqj/T9tKnv2631K90EE8ol1c+m3ikycA3knJj9U1plCFKrLMQiFuiIz7/JdkMli4TCdnkQIEdf2ruKZZ57Ga1//BnzTu74ZLz37Au6862489OqH8dwLL+HUqTO4ceMGDg8PMetn2Jpuo97fieshETPo3AZ717DrNY8wNoc2FQjy2llTo0osYwYUmQHycgASpxGEQi0ygdwyAdKKeex6Vmu7Ys8UhGapO8LyqhdZbdNC1bYlfFbtoZaLac3H7KFlCZcSZGi50Ij+QWLv6LzeunIskGlbhoCBWW3Z/BIAbVq0/liysyH56JoWB+oULauj4X42Hi/q92y/gbLJidOmVUTqEzJTSlQaEupixThameHR2MbN7jOVOoFLVk55t0QBdh4uuYcSCZhGEmrx8DDg3LkHMJlM4bzHc889g7e9/e2I8AggHC4WePDBB3HffffhmUsv4OlnnsbVq9fwtHsKd517lVCIkeGdFwTqkk0vI0d2UhEKkIjFGNEnrpeIlkQaOn6ZL6VINapTQaSt2VlG0IlaiuSEvSdSqUdCoiXmRKSCzhVmW5m1XYNBjq05qCzst7BGsHtCDwPtZ3idW+q4JQLasbXzMdSWHWv9TE3V6jetPPJKvVtVjgkyXXabA2pkWf4PeXMB9ck3hFiJDVCBKjaAiDJrlgFnBQC2pRXiKyVYnm2Boh3f2MmoIogioB/Ndrmir5LWN1/N35scGmOik6F6tj6nuKIq7hjbKAFFC20pj8lkUlF3QB2+Zns6xYX7L2J3ZwYO+9jZmeK9730v7r77PBji2NBNJlgsIiIzJtMpJpMpzpy5A1evXcM999yBeS8Uekaa7OCcyZtFBXaU1d20tGIp/b8VOVlEWF1L7+sM5acHjbDiImdukaCd6zxvAyKwtr8xtrzUYagu01LahfOx94YVwOso51akNmbMP5bIUZwiakXdANlcje0ohNgm5VggUyJgOu2WkOkygvPNpMv2slTA2o7QAHO61cqbxoC0lFbsoPc9NCYADGVaI9Jl1qdmg+R+iRfplgDFsqIcY4IboWacE00w+S5rV4kSmy78IXosklgDOboS0jvHGBHAQqE5EqSHYgMqRxovya5TEyljJYFJZKTmBiIoHxKOGewYk61tUN+Dega4g/cEdrI2gQCVADkGekRMOwJRxPaJCajbwiOveQ3e+77fwVe89lEc3riGqXOY7+1hvrMLROCBixfxL9/9f+F1X/mV2OF70AdG5yTTKVhMkIgiyHdwRrGD2Muq6vvBg0mUVyJvFWQtmFdAgJny68I7IHqAktII9WbWfnQe5QCS2LQMMYMCKCNQmX8PF2VN5MAcJ0RaZK3fNraphb0WsWd4Y5fhV2TmxbNNyOcIcGfaCGCW/bkpm2+Rrb0+Fl9DD5dV1i/kh5BloV6PcD5uVI4FMgWKfNFOivMOIohWeaEAlS6QUj4yKTXis2yqLTXysosJ1KYdpf4whaaA3koPDbWsmldKABjtQrZU7PLKxoFIuJbiUAD13he5ZfpWmVPXLS+xZdOG2Cybmtqm9bX1LLtqqWd9pvSla+WN+ZoxAwIjJrfVCJFbZ9GCc5hMOnSdPBdJqPVFv0C/2MODD96P9//+r+O5F5/GO972tQgRmB/24Bixvz/DneTx6U9/Gr/1O7+Dd7zjHQgxYuI7gDoQdTKOKAGcQQ4x1m6R8BM4RLDjiktgp8oNJ4qxpOChdIg4IsQOoBiyAmhornXO1G03xiiqLwY6r7a+nEEjxgjnuwRG6lrK1Xzr2hDVHnw20In2bT9ZzGBkuhk2jXtohjcuyDRyXwWP8d6DHIOqzKe1jFPbEzdWWxS+CmFh93MVEDvVl328zKGGflmpW5dbq4g6HsiUlpEe0Ly88aiQiTbAzZyRxtAJPdTm8iICauheU8MFUSxTj80JXil6ImrhuGjf27GsoqZdRkRuiZIYqFzLWFOz836x9C4EyvaWQy6z6ifvvR+0t7Usee6+sfXN7zhgBwwINR1DLxYDidrVsTEB3jk4VWR5J++n1AsIp86cxU//zL/EX/8bX4/zs/P47Ocfx8FsjtmixxQO0+kOGA73338Bzzz3Au69535xNU1W+uQcfIK7/B7soTnlpaTrKQuE9x4OQsnCL3twlbkX6tR1Hi4iIZ/iCz/kBJH/d5SyJgy0awkN58AxVojU9mH3hqV+i1y3Fh3Z51rRQOztb1chxxjSWKyJIhYJAUeA6shjS95mzbbPpAWZesyF1BjYL1on/cj/TybDZpJlHjc3o9ykHAtkSiQh02xZkq8om5w9QAr3KKekbvTc6po+aySiyJlRA5oi0ZgAtyyEeLS0ZhYyNhHMtyhPbQOlvyQwX4FQvetMm8PyrDIeQ2kwMvKxm6TaRNQvIz5DodhNtfx+bRqMmsqxm1kp1XY+9XefKA25ThKsmYTK8x5ipK8UshMkuzWZ4sq1J/B173wnTp++HbPDfcxmM9x+9hT292eYbO2mEH3A7WfOYuIneP7ZS7h++QoefuxiChxTmwDJ2otYJMOFyib9FjwZRMUq0y6IgjqFDZfN7RzLOwBAzxGelinGpfV0BA8PcEjtFEpRkJYg5xCKyeAQy94ixqHwe4MHgREJtEW5KfXmEio91fXFXTgYjbuKrFoZ6BixU/e1LEu1B/mQWMC271do+l+JciyQKRqkZCetIB6VenM67dJEUYQYNaeN367NiI9wBujkNy59CQUkyoga2S5Tzg4hWARbxqiyrBilfaBmcYgKYK6jTrV/rWMpEcs+Kou66mOpIue7JWQ6FL+0Lfa+jSSl49S51W9FpEOsZ9d1SbNeMmiKjay0552kcvZeEap4v12/cRknbzsBogW6rsPs8BAM4Oq16zh96hTuOHEKs4N99CFgZ3sbX/uOd6I/PMSEHfrFHDvbtyEGFjMtJ3mqmLmkfdINCaGgu64DnAep0gcezEFsPJnBTk50ImHRmVBsTkkQJMVartkitYo6ZYZ3aS7IgZ25Rw7ghNDcMnKy6zAEQ7Zei+A0qHg7nhhtm83hnWX5CtuyPymx3gqXcckLbjUyNSNfejcdn8BNjVSrQyAuX4sVNX9rhabHA5kOlPFJVqQahT3kQu0MPr+kQdfC2fhdBOgusyFlQ7mMGC2rJsVhMlFkYuNUNjmUUEK8idytHt9qYFq9KRQorPy3Zcktq16xf1ig3dBAQnAJudnkeRXS51rk0coAs1qPk6sr5AOSb3IuhwIE25QaLvnlKxW1TEktFgtsb29hZ9vB+V308xkWhzOERcD2tsezzz6DC3fei4P9fUycIL3dnSncdIrD6wdwnjBfHKLzIje170EAfJrbaMbV9z2IGB112RYWiHAQX9AIXevEhQZBQL0a56tM1YiFWuIhfxMlhZjaPXNGpizkYIF5c763VFoLX0PX2rWz7ei8FC5QkVqNmHKYSINsi7yzlqfb/vKeMAeyHUOpP3xglDrLZmZ5fH1Yeieh6kuCwFtZjgcyJcAP+ffZCgO/WwCpNkZDJS212AAZJ5dL101AUHliByAuUalSLAI3EZFYFAohLrJiSDeONxRGK68ChtiuZfZtKMmdANY4NWrnqYhN/j/u3jzWsuw67/vt4Qz33jfUq6Fr6mr23BwlURQlWZHs2BblAElgBwhgOYgTIEYkBAmCIPkrhoIIkIEkQGIhihMHCgRYNhwIhmEjimFHsB07tiBFMilRIqkmm+yRze7q6hrecKdzzh7yx9p7n3NflagWuxE0fMjXr94dzrj32mt961vfevQ9mRpqa+0jjWmupnLOPQRzTEsaYxwTDOUemJEnHKIrRkuOn3QBopOFwiQIJ5HqjVHUVp7JrLHEqFienuDdwGNXLrF/cIGXX30ZpeHxJ27y2uuvMUSoqorlcs2VKxd59+yMxbwFdruLArgJnpcNYF4cdYLIjTHSLZMg3mn6nE+QTb6PUkUmXVTL83rEYjf9dy4LNSQvOBnV6bPK2DIxf/fR9MBHRQ2P0qGdjonpQrrjOOyMFV0WGWPMWChdYLOQCgqyM7KLwZ4/5qPghHy+8v7uZx/2aHffm+5PTxavR3/3g90+FMZUKUXdtDv4ZM4+jp6VIQSXig8dxGmLWklAyU2KZZAppYhuHKxTA5YxWg2JQzjhnJbR49IAcPiMH8ZJeB0eNTDGMtVIpt5kgzL1XtVOSCnK8KZcR4yRwU3bX+vkJaWBoUwRBRHCvsr8AjlmUpFSGYaYeiMAehdb00pC0uAjWhmp3w9KjJ0/J3Zi5c6JvlEyjjFglEEbCAyEdC/F+CQPIQRidKjssXmPi2KgpLTSodLfOjhAo6NJOhdS3rrdbNBs6beK5fIuFy+1LE9PuXzlGtdu3uQ3P/+bvPLaKzz/5NPMZg3dasU7d+6hXOT4zrvURy9gjSX45ElOstwhupJWNAjPs4zRoNDao4JO91LjIsRoCEmSb/Q85SNWa1T0UvqpFIpHJOImxi//HZEW0FHHNBbHUsmh79NYysmxhOz6AaLwQZWSJBgTB0PHOI4XldkfWShol51RFogU9veV3TFImjF5me4OkClshuhTpFa8VsFYJerLUUCKqswm3fvR6EYv80H2oUoiNmrwIcg4zcT8KHNebuMIqwEYm/Mwu00AjTxdshDQeSP8nW4fCmOqtWY2m5WwNXsz05VM1HUqIg6tq53wEMYbMl11lFIoOyZxpnzNAg1oMUbobNxgFFYB4cyNmKjsRwyjLqF/Mq4o4k7sJUC8vB7SABix3Zi6VVprMWlg9n0/9ql/RCa9XFuceCkq4LxDMcn8K5nAPg0YrXYnsZnwRJVSYMT/0zp7umkRw9DMZGCHFFJ5lcj1TYPWBnwQonnwKfnlynIUY9hJ6imVtDvzxMyOck7O5Hs8vW5nafDocEY3f0DVWLxtuPaRW7z09a/w+FPPcfnyRS5dvMh3f8+nuPH4DZr9luPTE+LQceVwn2996zYo6Na30YsLKH3Iei14u7ZjpnnqZxu9Gz1ko6OUSaT6ND71o0uOd8YZu0UYU890WhmVvyewwMNQyjQJmj1fAO92K6mmzzonjIDC8ohxhKc8oM5jj0jdfyRBH2kGTBflcacI51YpCBMKVoxF0WzqyMi7Mq905oorRiaFhuTmFMigGE+ldnPwaoJBTyrD5C3xlGMcbcl0Mctz9YMwpPAejKlS6hbw14FryH34+Rjj/6iU+mngPwTeTR/9izHGv5++818CfwGpxPtPY4y/8u2OobWmns3LDa9gxzt1zhEQIQldboAT7I4wmai7xN8YRSAje6oi4isTKPFaJPTSlAqX5NtOz44caRXjHgVYDV7o7NOKKtT0+EBOEqSBljdPxCSln77vd7HNJHDxqAmavYVHYWJpRBJVFGOEIrcXlns0ehN2gn1pnVSK9DgcIhqUlHQOE25fxjurqpJJEwLaaKw2xGghBqyZYnGMRjKdp47imUftqWIUbDV7ssngWC1e7RAGnB7oK48bNhwcLnj88eugPavVA55+/jmWZyd0buB0veKZ5z5KGALazlj3AwcXL+Nc4MJjgfV6Tec81IHV+h7N7IBt342CLlqV0BDY5RxHgXAkokgPVqdwe/r8ebS3ORXann7mUe9LdOSL5TvvMOzMC5/2pXW2dvKjswdNEirJeKsWhliJ4HXSQNDpWY0YfF5YBfeOhdp3PuyWOREI+KQrME26Gvmmmn5+vJ6ul3ks42ty37xEZQ8BfMmw50U4Esq4Oo9dGavJTlH57u/zDD6I7b14pg74L2KMv6WU2ge+oJT6h+m9n40x/vfTDyulPg78OPAJ4Abwj5RSz8dvI64Zo1BkeEQ2sWQYE+VE25CoKSoNkuEhIyr7TB5tIkHnW509Hp8Gnkrvx7LypQlw7imqMtLEoxTqkZl4YOPSnx9uwQLlDYyqQI3etME8fN7ldxyzxxODWtf1jgFVWiaJMUayytNrDwF7HqtK+9G5t5CWUF54ix4XUi8gjNCHVAqhclhnNFFrOZZwjCSZg6JKSk99EDq+UooQPSbdfR8CRikc4sWGEAg+FqOktcUT0FHRhYCJHcH27F9saReaEFvmc82d47dpa0tdKWIIzOatQAaDwwSNUYr12RqC4stf/gqXLl9htrdgZi0X9/bpt6do29KxoV7ss14Hhl5TqV1hmnzf8jMwShNCrpzxmElF3u+HBU6frQ8DWmt82OV9hhiKclXeHuVh5nPJuLPWuqzP297LftJoy96u1rJsqrRg5jkAIjpjjMFqUzze86F+CAFi+H0NkcBMSdwag06wRoYaVFTJgU3z6xy3M0Y7XieTApFyrFD4vGrne+Irj5HgtOC4PMD0K5bPyzTe1bT9oDDU96K0/zaQWzqfKaVe5BGtmyfbnwZ+KcbYAa8qpb4BfD/w69/mGA8lA/KmlHDZTExUG63Fw1PARDj3fEa/PGxjd/Y1BcLHv3PInx/kt09agQzW81VbIQTBHvNEUNUkm595pyNHL8hOS2LCTCYKQDV5Ovn6ph5sud5UBeMn5/EoT2hKhSk4VDo3yRpEssCcNpZcDlhXTeETRgVB74amvXfgw4iVIbjfNMw0CbfyJXkzTfKolNTqJctP8qJNTxyOOZodoe1AH3sqZ7m8P6fbrAnrjlob1ssVbB29WmGMYX++wJDMaUoAACAASURBVBg4dZ4r7Yxrhwesui17dctir2ZrPcuTezw4OcPWl1HqEsZewCiF0tXOvVVKMQxDAnl0El/JC9zDnk1eRM8bn0eNo93PyH34/SZ2vt8u4ehjMml8LlKUlfeZS4pHKMcg2KRKYbRSCpWiIGUSs8KLd+ljwAcZu9bkc53AaUxfAxulosxHJdVhucgiiNNRxmGKOLI3utcsRghA58gk0vc9OqbKyBBLwYUf3EOUp3GO7SZDozbF291xQMq/p5V679+g/qEwU6XUk8Cngd9AekP9J0qpfw/4POK9PkAM7f87+dqbPML4KqV+AvgJgPmVmzRtVYyEtbsK+mJM08oZBoZuQwyuKJJPq1gewqMeRQuKkaZpdg1o2soDCg/z8qZ/T2lP53/K4MiQREpAFSw45oc3LgLZuOvJsdywKueeV1UQ+CMPqIwlDexeS95n4dQpYUzk9+0kFCsdQYPC2jTxbIMxFcrKwE/5KLkOBZXWYmScY3AywEvyxhikXFMmlTW7npXG7YSrUQmB3nuPVrEYh/2ZpXGBxfpdzt65y+nyjE7V3NlsePfObfrtWrzeIfDunbuoqOn7M46Ojli0M1abjnsP7vPg1uOcbTY88cSTfKu2vPD8C8xnmiM74537S0x7maBaggoobVDa7DwTmyhwRk+r0ZKYS6pDz0iOfGf0giTaVuU7ArWUNXSyoI/UuzwHpl5o3pyTe5eZFD5RECpldpJGGdstHiweopYgICo8QgcMzskcmVQEZppXSWKpBGcVaCBXok3GbeZQx0jv0/VAag+Ty1Q1RhuMNqg0FgO2JHd11IScDNBGohdSFOMlORhDKIm06dyaal/kc8r6rPKBNN6DLvYlz7P/3zzTvCml9pB2z/9ZjPFUKfVXgZ9BLv1ngP8B+A/Gs9/ZHlqiY4w/D/w8wGMf/d548eLRjgGFXRJxCIHoI0EngQdNShplj23qtk9uUhmsIGpGcipdt5VjWbNzY2MMyTNKp22mlzOhV2hwLk+Y3aqp82FfCIml4KarZCREVyaDjqC03tV4ikCMeO/KPs9jpvlcMo0nbwVTSuFbAd7TuQ5KBH5lS8TqOEIXKspkVYNh8KluXiec0FZoPMqANZqmaVBRwmulFNGlz5rxPMd7PHoQ2XvO1xQCIucRI5WBf/DLf4Nb7ZLuzksQHKFqMVETgqPSiquPXaGtLFZXPH7zFnXdMN+3WG1YLBaEAG/dfpt37r7L6uSYF3/tTezFI17857/Krcdvcrpacu3Z7+Pw6mXs7ApDJQUCVTNW400NnN7xHAPO94mMP1U+3Y1UplSj80mhcbzmpGaYeEuTgoqoMXbiIKRCAuF5yjnVandRzgu/c7vQBVGnDgeqzKtMfi9jJ1PSslebTilfS44ip46AQLKyEBnVyjyLupQTV3oUQpECjEpYHJURTq5zOD/ge49SEZ2chq7b4J0wQKTbAwLzPeT152hgfBaltZga4TJZcCT6mFYkfhD46XsypkqpCjGkfzPG+HcAYozvTN7/34C/l/58E7g1+frjwFvfbv9Ga/YWs+KpeC8PSyEG0AeP61KWMDhJKsUMLntIHtguDgJjdiAPstHSO9cLuXo4lwVll1c5HZjpustvF4Z8/ZNJYnceHED0IU2AVFpXJhsjvUqpIiOWt8xjzBNCKVU8kuLDKsmIWzuWMUIgo7nRJXWoGFBRy49S9AyTyZ09aI1SIXmkqXpJGZpZKwNTKTBW6vo1VFW6vcmOx5R7iH1I+G0o2LNgauf4him0bJp6XCy6HmM0VkX++B/9Ydwbn+fGR/ax1rDyFbffeovDvTkXDvepa4tWItm3PluhlcFoxd7+gtrWdF3Hom14/LHrPP3EkwSt+Pqrr3HjqWfYbras79/nG1/5PX7gxqcJakAj2fHt9pzoTubw5kRJMjxGRXK7EaHBjddWHIDJ7+ki+KjsvbwvlLAcqiulBL927Ny7cm5RojKfGSUqY5RitJqmSccYM92uVDQ9XDqdx9n0GN76h7DbfL7OOYbgCINPmXsFQfDP2rQ7VL/sOMhpS9TSd17GsNZoXVHXtQym4NJ8ADdIyE8QfDZ6N0Y1Qfi+u4YUlApYWyePdKRcZiOqE43vg/JK4b1l8xXwC8CLMca/PHn9esJTAf4t4Mvp378M/O9Kqb+MJKCeA37z2x3De8/q5P7EQxkJ3gX7i7Eor+8+9Am9Zzy38vdodMb3Qgg07WwnVC/vpecxtjPJA36CESV8vIktQFrpx4Gik0cZtDxgZSJBRVTwkHigIQRUwQzHAewn12KUJ3pPyGIlaSJrYsFHdRSaVlagz96TV2MCI4Rc6qgLVoVNSa7UY0uO70AZgo54nwWZgxQbxIRdE/BIqNT3ibjvPME5tI/p+AYSc0BZkSTU1qBMDYCd4Hzy/EXpSRHZM4rOB4YwsDef07cNwZ1xunI8CBWXrlxk1rZgPPeO73H5ykX2LuwzP1jw7rvvMj88wrQzQoi0Vcs+hnYx52y9wrvIx55+CoJmbmsOv+vTDIePY/daHgwd2kciAZ+85ClcxM5zSUaGccGT5zMax/NG9PzYDP4cx3FHJyAkhoFHcOsI4dEVRMULjom3ybhFpUorltKEL0E202vKTJZphnh6zi6MEWN2Wqw1tG2F9+CIIrqCJgZF1wkTQTlwMSbsVUl+qFQaSla/biRnoXRuVT5AKtDQRhglMRiiH4gEgYyswngthRFBy4hSqoTyKt8bm3IVUeiJRo0iNkqLVoI+B/O9n+29eKb/CvDngS8ppb6YXvuLwJ9TSn0P8vxeA34SIMb4FaXU3wJ+D2EC/Mfx27XJBEJwbNYnD+EXfZHQGjN2EcH2Arur5Q49KU4GvmkeOp6EVENa9RNOptTYIYIRKigq8F48XBRFOi7jNfocZuonAzHG1OvHB4En8ns+hVbZW0kGeHIpDOfggrwppbBKPD+lFFGDTQTliE/gXSpKsLtiKfme1TYWqlTxFCdc1KhDgjo0fbcaaULGJg9Vj0pdLgqGm45hdE5ApKqvlC22VUrC2exVyTNqVYUfwLqeb53AlYXh0J3y8r/4NS7oNcN8zjaccf3oAsvlKbW1/NRP/TT/1U/9FC999TVee/Wf8LnPfY4Xv/Iyb7z+97l+/TptO+eFF57nlW+8yvHxMZ/5zGcJIfDlV17n5a+8yA993/fx+K1bnAydULiVodMeDVQ64jebhDWaMp5iuo8h/X2+ln06duO5MTA1qo/C6ULwshTme1gqAnf1E6a6vTtjInY7+4sxilhMxn9LzOvxTrRSM/vjUZ7pDri17nCTa8wlmWcZUtARo6sE7Vh0XYs2bGXTo7Y453HO430vzAvnBP9VWegm5Uky79TUKAytnvCcgxeIQQVUJVPVxGEnsaomy4mdjOepRsQU9jpfIfh+NvVBYAXvd7vy3Kfin/nZv7ODC+YQZVqO6CfE3ahIq8rDAho7Xuo5usR5zEkpodfkzegKMw1nGCeDnvw7sCvjd37yTAd8xCfjmeu6d0Ol34+JMLiw88AfNSFVMqqhYLcpe25kta7rMYSe7svWqeGeJhnB1HPHaMlaG1WMXdM0SRVfTUQ8wLkRR9NR6up1hH7imWkNurLpWclC5sxkIQzSvM/0HYvhmBhrhuV9rh9WfPk3/hFXD2r+8f/1f/If/eRP8vprbxC0YHZ37tzh1uM3uX//Pkop2qbh/r17HB4eopRiu92yWOyz3W5ZLpdcPLrM8fExtoKnHn+Ck/sP2HQdXX3A3s2Pwuwax52haVr6VGjgE5WoVEhlzydX76hdfDwnQ3ee/blQfjo+zxtfMWKyj9yQj4mBPT9WduauGh5acKfHxE9I8yHDL6OhyYvDtPQzbznBe750WJS5IjF6iUiMZVCRzgei0TTNjNpWKdTPnrWa0K4cIFBBNwx4J96pMVVhlZggiVNTpYScTQyE7E2HLd77guOact6BRjcPOREwljSfv87/5jP2CzHG7+M73D4UFVAgSZTE0ExkW3AJO9XKoKwuJ1uSRhMX/ZGGVCnCIxhXGT6ANCBz1rNgSoKziHqleCu5kyTBJ64ehEmtfT6qGMyMUSUnMQhcYJKhyp+bhoOP8jZsY7HWltLXHe5hyoZWxooHaAQDyhVVOrV2adu27HNqTLN2gC6lhOneanEygxeMy8fAZr2SRS6khEVJ8Jk0aRVeav0k9LIT6EWlcscQGYZODIWelMkGCb/MsOaNL/0z/NkJs9pwgse6NQ8eBD77/Z/lpZdeou875of7BDzXrj3G4AZm8xlKwbt37nBwcMCDsyUhwHq9Rh+fcu3aNfYPL7HcbDm68hiXDxShH1ht1szmc+7fe4uq0lSzu7z8O6/xQ//qj3Fn3VMdXMFjAFewuDw+lAoE5EZF8vMzjNj87hjMv3Nm+1GekIqeafad3nGeUqSV3hkr05heFMomxjkNvszm0Da/l3B7RWED+BgL7KC0Lt8dx6RHkrd+ZxwJWB4LtBSjdFTVVS1Vcr5jwOG8whgxqtZaGmtL/mAYBgbvaJwtyTRjKrbbbqREEdDaoVI5qdUWk1TPjLIYKoxZcH6bxsM7GHBIugfpf+ehmO90+3AYUyXh6HS12KUuZAOUKBR2VEualpk9KsxS1aMvsQzycg/TIAsBo8Rr9TGiVcSk89FEstJQjHGk/Jzf+bmHU1COrEGZnIQx6fDwQgAkzFV0B+q6pqqq8lsl/UijoKk1JOptCIF+s2a13bDZbOg3Zly1U2Y/T/6sYF/ugLalRNa53SqWodCYwBibJoaGoJK2ZgL1K81GSW21Mbv3pmlanA/YKLBG3/dE5wkmot2Wi22kio7V6hRlNHY2Z7PdULV7vP7WbYyJHPrAerXm/r17LJdnaK3p+57VckldV0RTM5/P2d/bx3vP5z//25yenjCbz7lweIE6rrh56xlsPcepiltPXIcQCN1d/sgzLd/4zb/L4tYnafb3ULTSRC9Vho1VNzJaXBQ1+crksRt3xvDOswyBaMdECJMxLlvGPCMuBOpZou4xjo3sIU4X4jzOTMKjz3vDZXwl0r5AS2k+aYUqScRd7226KTTR74pK74bH4ziKgE/wVaPFoxSDnuh93uG9I/RynGA8lTU0TbOzz70Dg4rgvWT1vfdE5/E+ouJADL2cs6lBKdFaOLeQ5Xtw/r4kkmxB1uSYD132H3r7UBhTow2H+/s7rz0qnD0/UDyxBPFiIKZ7yDjg7rHyDc+r7MTkAYI9CkCeKlJUAGMwUao5JF0dx5qBc5uES7Jij+GExaSQUCfXTxIX8tpUSm/6uwtbjDVJ6s8TQ6Tb9nRbwW39IJl9qxEh3ODxg6Pve0LKhrZtCwk68UhopgAfHL4TbzkLKXduLTgWYBJPNCpwLuBy+Gc0tW3QVUUXt+iEhxpdSUfUGKmtxmpZ/UVsOZOyoVKaKsERbVURvJTTtrbmN7/8Ffr7b7CYL3j77XfZO7xAVTVs12ua2nLhwiF7M4vrFS88/ymqquLu3Xd5++23OTp8jNVyxetvvcGrp69xenpCjJGLFy/y5JNPcv36dW7evMG33nyFl175Jl0P37r9LS4dNVy+cMjFg4vcuqS5sDej7x/QGsfGe7QeaVLq3D804smLzqounNK87YbkiiGNqdwgNtfeq3OGVRbQXeinvG92I5sCQXj10OtKT2iGBHR63aR+a9MqJ63G65ieB4CKkqiZYqZTCqN8NiVDFaJ5FSMqKPBO5lLWM2WMWFAB7yMh34NKxqLSkXkjyd1YG7SuSvW3HwQyG4aBYfD0ThgYEr1F8KlfVhSlr+KPa81UEP5R8Mv73T4UxhQoJHQ457GplCVVSh5ONkhIVVRpi8Cjys1GnCtvSifREXX+BkopnkkreAipbFWn95RMAumr/mjh5HRgqomcoIoeKVeVzDcqoMKuV+H6hwUtAJrKCCm+6wpZO08+0Z2WfQyZoxiT/J2OGGNLoiDrkuYqGmMMw3LDMAzU1mKaxIl0TiaFFuOtkAXEqoA2kgAITuhZcTDEmGTYTIU3/XgNdSX8ViXJwphx3LqRpFUy0gKyeoyJLDc9N57/NK+/2HO6WbN38SqtUWzWazSwXK44Pjvjq1/6mmTzv/g7OOeKeIjRivv379POG4zRPP/886xWK9ww8Ftf+DxPP/MM3/zmG/RDz2btWBxc5Kknn+ToQstHnniCd2/f5XdefY3bDzbs34x8/3N/RJrnTfVwM/Mh/WkTDqyiEMlDoiONCma7k7ZOHPJcaitvUEqay2tKEYZt+Z4sartUvbLlhGkxsvknG+OxbFgOblM0p6QsuJR75uM/jMcaMy4o04z+jpfscwmxwFpCR9YTatQ5jDeVgjaVZvAO5wa6zcBZqsk/U5qqqtCVpq5rrK1Hj9gIl9jUETuI15rnh08YLkDlxoVKJ79KMfLXy3V+ACE+fEiMqSKi4kiLKhhfihNVQlOJSZ3I+52+5qP7PiXOy0tB7YKm+XWjd42hhG6aiBO01MSCAQRcGqEQUz8gpVTBJc9vJikuee+l8iSFIP12SwhTRaVYBqefYrhp824sTcztiwvYHiRbq9PgNUpKQGW1DwyuE48vYabZsx+GQTLCUe55cBGXEykBmqZORxeMLEaFNQaX9AgEUA0EL7iyCw7velRS/AlEKt/gtSUq8Mk4owy1D1BXhKbCKp1ghgqzV+EWFR+58W/y4PgeX/rCv8Cf3kNvz3jisStcvHhIs7jE4APxmufpp5/m+MExbdtwdHTE/Xv3uHbtGl/96lf56ktf42Mff4HVcsmli0esVitu3rzGZz7zGU5PT1mttrx7+x5nZ0uOb9/nnW+t+Z3f+iKnpz2vng189/f+AJ/8+I+w7jT1/JzRkFEpQy2CbUfSer5/3jup4Y+7ySLhBufxToGCiveXQ2w1LWSYEOkZk5Dnw20Z55NmgCT4VI3jyaRsOUoxdcSUUkV8+nwJchnPjAmfaSjuk1EOwQnLxSu8BmtN6mUlEJdCSd6AaXJWIrxuuxWsOEJbNyzMnCy4470nBk+/6liHNZmIb6uKqqpTJZMSSUVi0k4Yj2HT1A8hEIZRVrCqqh0YcXqf3s/2oTCmMHZPzGGvUmoH68vGc4qL5ExiyVTvtElI4c9UCWknbBqzfukVPIE4KEw1yaAGlzpRAolTaLOnpUYy/fTcfN8xhEBwfjJhIlaJN5C/Y85PiHN4WIhbtMoTS9P1gbquqU1MeO5YShuDxFhGSbVJrGGvFTaEtWbnnnrvaG2kTgZQwjvxYv2wxSb8TQUIcSCGQcpElQinBMAaS9et5XPaYnDJCzH0w4YcYxkU0ViUtnTbAe8q9FDjjKGuLbY15ZkdbxR/9Ed/jPXZmv7umzxxoeHTzz/Liy9+iZPlkh/6kR/hwckxP/dzP8dnP/tZnnjiCX791/85v/4rv8K//ud+nOVyyTNPPoVWmo8+/zynp6ecLU94443XeeO1V/jFv/bX+Jm/9N/ykes3Obl3j8tXDjlZn/LmW3f58ouv8ad+7M/wJz/3r3H7zgntYoSdosqEm0nCUSuYGJ/ps3Od9NfK+Y8yBsJuZ03Bpl0xjKPHGQpzZKrPiVJJmyJ9ylM4opk7WvYVx7/l+B1hMt6EiSCqYtm6ZlbL+Qx4kNi8XOd0C5kwTwQjsJt0fY2FVB8mczqvKGUuRg9pHyoqcKNwkQ5BjHCMVEqJJoRRuNDTr3u6GIleoCuR8FSYyqC0JGXtTHygaSXaFNrwcbeo4v1uHwpjGkKg325GA5hU3gkhGdLcFCxXOkgiJBKJZiTS+1JhQ+mP4/3olcEYSpUxUdxE+SOEgE69nZSigAdGiRdmlRal9RjxwzDZ37mMfAr3dw34LhZs9ajfGmPioMZ0RAXKJ2GThON67wtJX6uISXhd1FNqixD9jTFU2tANHuXFExcMM+CGHmVMEr6A6Aai1tjE81Mx9T0yGhemmJKE7trKszja3wNSRnYYGDbbsVooTViUQVNhtZCwlQk4P+DcANFCtNjGSPGEh208wG7OuH5xnxe/+jVmbsk//qf/D199a0V74TKw5e7dd/ntL3yRz/3JP0W/8Xztxa/zuR/9HG+99SZvv/k2Kmqshuh75k3DD3zmsxwfH/OJj32Cbtvxv/yV/4nr167y/AvP842XX+GH/9gf41Ofeo6j5z/J8WqFasEPowjz1BvLC3WIIsaRn+V5TD+cey2EgInhoc/GEMYa9okxzQmtXS51LCpgxXhPjFsh1jNRpQqjRwZCzNcpKeuCL8mdTBecer1l4Z8kEpWSwpapkE1uQpivfZgsECZX+Hk/6RdFCRENY3Jt6rl3XTeKBsUoYujGSzVYTKXHShgSMThWy1OIOomsW7Q21K1AA8YajEoNGpXAqiHAkCqpHtUx4jvZPhTGVClF01Y7WJDcxJT1VBrk/yJVNsmi+yhwgGTmsqEq/4GY9EHVrnRZIZyrCeUlio5mLv+USWDHigovqj3FQzWxeCeacTWuq6w8pBIDQJWwf6p3WjyVKHSrSETp8TyjropXm/Eoa6SqKOKlWitRtWIQIr+uKiT5FojOCbk/BFwntKTaWtq9PfzQJWERVTDVnO3fbrdyL6xBo+knRqDgT9YSvQcVqI30KA94alsnnDHgoyISMARUGMQ4hFquIU8+N8i5asHz7t19h6du3WJz9w0eu3KZT3z8Y7z2zW9yph/w8Y8+D6HjiRs3WSz2qbXm1o1rXHvsMpXWGODChUPu3btXIIB7d+9x/fp1tFY8++yzXLogPNQ/+sM/zCc/+QkODi5w/bHHePn1N1i0Dcp5TAz0/bKcY7435EXCe7bb7Q62r5TC2hqjc9uaMcqSsZOf/dS/JUnQShlv3sTQSpls3QhkFIMslqvlWcEhp15uZcUbU8SUiOx3DLm2FluJMfNOCP4WsAqwgp1KtCbYuEajEic0DtNy2JGulVtxS1nwiOFbBTEGwjCMEFMIoEX1LXuy4q2Pnj2ke6E1VQwCq+VoLzqci/R9RBkrz1ubUZ+Y7Cg54hDwwKlfFRgtQy7FyKfXbKWw1bS993e+fTiMqVZUdf3Q60N6GIN3RJ/CfWsKfSQnMUqpnBpX5/zTNgc7RrTw7nSCQVVKQSbVo+A8yvgiJ5dJxm7owCgJW6OBoPGDDEqtlBhBNfIIY4z4XLedyj1V2G0Vkrep5ugU34yEck2SibRp0KUBqEM5v7pqUuVVMnpphEnJ4xhSBSeiJc71BUPzQcpqw07HV596yysabUrxAumclNapVYZUsDWVoqml9FGTmpZJETiEgMLhnZMwzlToqsZYESnphy0KjbWKi4sFL957F91vuHhhnxiE52utoluvaFtLXRkWswbne/qhY29vTtOIcMadO3eYz+eJLrViPp/zxhuvU9c1V69eZbFYsDdruXz5CGMVN65e4fHHb3Lv3l2U8kQ/SJIy+GL0fPLmRz6lZI1D1kzQGm0MBtFr9X7AD0NatFOCDIWxD2fhsyEtxSVqIibiHKhqh9LWzsZiE9l/MvSJQRImnmiGv6zVmFrhvcP3w04nC6WjeHtaE70rXtq0PXfQceK9jYZIhKmFH5tJ+DGKIptoSvTkyiaAEFPIONkyFJbng0vFCrkgIH1RnCIF86ZGGU1VNRNPeiLmk1qxRAWdZcdw5m3USB6z+R+ALf1wGNMYI0MY1W1K0qVK5HolrW+ttcI/zEmSpH8IUqUzXbFLmOOm3UKlnA3ADTKYXQjieQbp6eTdqJ+YDZo87PSZ6EvyoJpQYeRXSOG2hA8GU0pOVZQwV+xXLMmFEEJpj5GLVGMK9ZUdaTAqERuKOpZS6DBOLOf64g2Lxz7CCVO8KL8WdTaKKcmSBIqrqpKEgY7CeFDgsmpVIlUrKz+ZLaBLy2QZ1BYZ0MLD1fgY6N0gXn1dYbzgsJoWjafC4wP0XYdxp9AvaTXUiwWV0Vy9fMTlpaepwLuBWzdvcHh4SFsbjPLcvH6VoevQRA7299msN2hgMZ9x+/ZtnnzyyQRF9Li+4/KVi2xXa0yEV199lctXHhOGQPBC8dIjqT17VRn7K5PTKHQyLHmBHoaOoZNw2TYVTdNQ1zXb7Zb1diu81LyoV3lR1wXjlGctOGbb1jtGID+/7Vay/MWgpXOsKoOKo9A0aYz54KVHlcuor5efGGTNDAqlJMpRSrKZwYuCf/bmdN1ijUWnvkxZylHYKaB1RFmNUg1KyUIQvAPnCMYXA5ohgqkjoYIqXSEAOd8QpLNGyokUb1hL0lcrhY49KnhMsED2gDXRSAmwSot4VCLDWTppqLElTkmFKJl373f7UBhTrTV7+/PSEXOaqczeU8ZUzoP3+FE0N3adVCrlsDxG8Shhx5hMQeeYG/OVEEWX0EOMaUojlO8Kk0Aa5vlEO5X6+7ziG2MSJOGTnJ/wKoN3uPO0DHYFXabZWjXxSGDE5mSCSyhVMpc2D6DJucdYVvid+mWlCGbUjJ1ifXVdofUI2strUpKaRWCydFmuaMmLSEwan2GQv+tUudUNoHxPY8AqkdeLBEzo0X7Ah0HyLF5RxQ03rl7ia1/6PDduPcl2vWQ+a7l25RJ+u2Gz7fn48y/w5S9/CddtWJ+d8NQTt4iDY1Y1+KHj+rUrtE3F/Xvvsr835/TkAU3T0NaWfrPi8WvXaeuK9XrJxz/2PNqAd45+ecphU8mjDk4w5FSy7FN7kKmBq2srqklDV+51rlYT1kWH90NpFR0JaG2oKrOjqQmFOJKekaau251nkxNV0uq63aEnee/p+77AUSWBk4ytsEqgMgZrDbOmEcN7LjGTx4dUrE08XO9ZzPepjSzewTuU1rSTgpgR9wzstXsMw8ByeZYoe+eSPDsQhUFgqfQWUnLt0j31ydnIOPx22Y/HirL4lHFN7o+V7mtrymIzdbDOwzPT997P9qEwpsZoDg72ihHJYc0wCM7mvaPvJESJQRTd8QE/OKm2gDI4p8pT8nv9yGM+FFJHCcWGc5m9Ur2Ut4n0CAAAIABJREFUQ3QVJdRXAaItYfSUu7abxWfSh0oljzeJO1R1Oef8AxTqhvfjgJeHLd61hFziyYsHaKgrU0jZJbkRYyHbQ2IQZIjB5ERRTANZPmM16MrQF47eWPGlyCyJmIyFZK0roxiyNKACGzXOR5RJXhqexsh9sCaiovAK+y4QtceljgVaWZw74e3XX+HW9WucLs9QVxcoPNeuXGIxq6nrhtu332Z/fw+toaqlGWHf92w2G65evcqdO3fQWrNYLEp/rYODA15++RvYFyyLWcu2W7O/WLDerJnXFbNZzVoJwyJaRR3rceHKzzGJO5OiB+88LkFRWovOQZWiKWvE0HrnqKxlPlsQzBjaT6k504oircYKtBFmGrHKqmrSv3V5ZhCxE0wwP28tdIqSKItetHr7YSu8WLfL0dwZs0qVMamsxekNcejpe1fEVqy1SS4z8W8LfpvFtf24YHuf5PLEB8zYaIiTBnyMzlKeTy4GsgCPcEwTt9fneZuSuaYCnNCqkl1cLZc783wnYj1nTOO/LMY0hMDZ8clOZi0/SK2FW6aTN0iIZBkEFWWCaq0ZNusdQ5L/3TS7fz88aLInJ8TocK75k2Js7KfToPUpqeTdbtvdHBI2TZMykbtesrRh8GXBaJJ4w2olte/BuTRgNEYrNttRCSgqMUxGSTuKqAwahdGGxlYYLe00otI71yuhWDacgqVqpRniIFjuMGarRYw3eQQuV7tUafKM7VKCEr3U6LyE/MYSYzYqBu9kP15XtHWD0pFaq+LJKqXZDj3D4PHBU+mQBFYibrVk1hhe/Mrv8vwnP41WEq6beo/VyX22znD9sStcu3qZ9fKMK0cXBPP1A01V8fa33uHJJ58UT00pHr95k7t371JZy2e+93shOD75iU9gNLSzluXpGVev3sANUoNf19JqBqMT7ufGSIFd41pVFfP5vCQznRNDk8P77DmCRB9eTxrhTTx/pRSVzklHYfZXumLUxjVkCuBsNivfKWMuRoLvdsZ4PvZqtaJpGsFgfWAIgaHvikOSvzMt7tBasuJ5DvYx4J3DDQPbTV/2v0qQWRavttZitWaTkp1GRQbGCGl6vhk26SeGHMaFJt8flcZ+We9drphKyavELR22XYKgxo4dDZJdiAirwRgj+H26Ny6G8v4HUQP1oTCmKgbssEWHgAlSTeKDF6zOZSFoEP6dI+IEEwyRkPU50QSvx9K0vPqnBne2tO8QTuWD05PUi0Y8IrTobjaLWRqcOtFZHFUjMIRACoK5xBhR2qQwbxDmQfCQSOy+79Bh9Gp9EPqRSSA5IbBdn+2EWTrdi+AivevQjLiatRZjsthKwA+9NCE0hiFWqLomhKloigzOpjZlAg8uFNpZN3TF450m6HLXURddSlj0iVZiUFGJ0QkOr1QiXXt8rnIJAVVVzKqa0AU0YrArW9POW7quY71ZSpJPJc6hH1CVFVHuELmh7rHZn/Ndn/ouLl+9RKcbYnuEjZHq4i0WGt56+232F/vsXbjAZrPl7u3btLOeGODqjRu88sprHB4esllt2WwGmtmM/YuPcf/BA0Jdc3B1j+Acd483PP3Mx9ist/TrnuGNL3PwzHM8aI9Y6IiNnn4YivGLDJMIZbciKcZIXUviZdh2bDuRhgtpEdQxYKIYrLpqHgrF1+tNIZTXdc1qeVqEnUGSYF3X0Q9z+q0UZORntdlssK6jruud0B5GPYbMPmjrhr0U5mcjKs6Cou97XOpAoYIwUmZ1Dd2AcrLPeeJghxDAWvmO76EHoxqMsjI2Y6SazaiUoh8GuvW6LDRVwl5RQg90LunZKoXzPo11w6yu0733qBDwUYR7jBWvv3dSNm2tpZnVyRnrcL0vxS0xxkKXikEn3rXs3xKLV/4vTZgfQ6TfbkaPKmc604SzMRaDiZIQMuW6JQsdIpWdoYyhsfWYFNAKn/JaElakSa8V169dKFk/MgWEILzNsrobNB6rJYwZ4iBFQCEUD845V2goKnrpTeXEuEpYqAVv9Q6talHWV66szsSITSyFcj8yzGBzbytZP43RLJdLhpQpbupqHJw+SF8fxAPOjcuywcyegQiQCKVkmhUGua6h2xbj6wUoRFmLVrniKhY+ZDEyKZtNFJ7s0PXM2xl1XQt2dnrG6fGJJLeS8fF+YNsLPauZz7DR41zgC1/4AvP5gttvvc3Xvv4SRmlOVmvQhqg/z2a54trVa9RNw0c+8iTOO7qup+s6ZrMZ+xf2eeGFFzDGsF5umC3mfOOVV1htNrz77rv0mw2npyeoGHniiSew1nLpwhGLxR77s4tEJbimqRQmKFpj8cTyHEIISfzbJ3FhURYbZeACe3tzrDGEVC1XJbGP4PoUGo96nuuVLKiVtTRVxXa75XR9xmw2ww9baSynk5yd1vRr0U9wfU8BsZ1ju90WL/p8qA4Sxc3bGYvFgvV6XYxpTq4aI5VMzg1pl32CzhCtBWvxfjSkPs+paKgSZCR4uyY45JlsRu6qTIOI90Ni0kyq/5LgeWUt0Yw4vkoOSm435Jyj77fF6xdDKELbOl1rSHCCS9znKUw21cDIx8/P44PY3ovSfgv8M6BJn//bMcb/Win1FPBLwEXgt4A/H2PslVIN8NeBzwD3gD8bY3zt2x0jxkDwAwYRyijlXTFltRNdIuaMeX7dmJKUqqsKZatE80hGE4WtWzHEWjzSGKMY3WYmAzyR4J1zhNiD8qUPUUzh/bbfoiL0Q4dRGu8HNpsOFYeRgqKikKURMrAiiLiJywkrGRyKlJYn1/hTfudB5LMCTtRYkxXOFcEP1JVhPmvQxpQB1HebtFgomsxRjTl4CRjR5isGPzhfDF9evKbJCAAdfCq5FUoKKcMLjMmLRGwn6x04wbCNrVit1iyXGfdWVFXFdrsueLBSispqKquxqUzVWMPN6zfphp7nP/oCm+UZFy4d8dbbtwGFrWecPDjmwtERKM3h/oLZfM6snXG2XPLWW2/x6huv8uxTz3Dv3j32F/vcuXuHtm04ONjn6tWruK7jpZde4sKFCxwdHvD6a6+zt7fHO2+9zTunr/LHn/1uQnuJrnficekKlCFG0NpIyW706Jgrt8Ak+lJttHQoiJ7oJToZXMc6OQOZrrbZbADKvcleY53ogXVdc3zvLlVVMZvNmM/nKKU423acnpyUhS4vjGKMFd739J14DyUZlvQaXBzYrnuC6wrmadKYcAVSE8OfN62FmSKLIDs/3jv6PkvyybxaryU/UVXVjmzkeUii73u2W9EhnS32C/4qAj2hUKtyBWRVVfjgy/u+H3b0D1CKzfJMPPXkaTbWYGtTyqedT51vjZbnqqQqTxtVnIP3u70Xz7QD/kSMcamkF9SvKqX+AfCfAz8bY/wlpdT/CvwF4K+m3w9ijM8qpX4c+O+AP/ttjxAjOE/MCSiyPFYWeZD+MqmAnrpuUzuNugg8aGVHYF4bskKMtU1ZTWOMAjSnBy/GVBWDEulpKiVcv5Qh3a439H3PMHQQnHQ19bLy1RZ0WfnyQwmohCWN6IRQuyJeJqRWRMYOmDAyDKYZds34E52ssnVVodLf0pc8Uid8TytdqFOZcG3t2B3SlySRKgmBfDwBOSg14jZNBqUinRt2kmTZ8BbuYWwLo0JRMxBSssmkdhSBurHUTZI2TAmRqm2o66qEY0bDcrXkm9/8FhcvHVFpRWM01y5fYtt3xKhor13Bh8Cly5fZ39vn3v37vPPO21y9do3l6pRPffJT/Nqv/iqf/vSnWcz2eHByzMF8zqVLl7j9zjvcunGDj9uPcXp6SlSKZ559hrZt2dvbY+9uz95iznEUiMkSGbyoD7nkKcUYwQuUY2LE9R2u36Ysd5dgmgGjkcVGRWKilmWOZgiBxWLBoqk4OzsjDj3z2YyDg71iQFRtcW7g7MGa9ekxi8WC2hgao7Bo+uBQfoCYIqfgpIAjYfJNJawBgR8qjIq4fiAGR50MpsABDuIokN42TWEOZBbHer0uUUVm3OT38n6GQaraJIs/in9nSmMe36VbbpQ2NYPrxPCmUvDBDVS1EYcqefxaEv4YDXWCCIIfitGWeSNMBe96WQBsg7GVsHR8YLveMJh+ZKY4T6y+fUvuP+z2BxrTKEdapj+r9BOBPwH8O+n1XwR+GjGmfzr9G+BvA39FKaXiH3TGiZiPUjhGaoZQixTGJPGD4FkvtwQiii2+lM4lo6ArTFXT1BJmuk7CqCH4wi31KQMoHRFjaqfgIA4oLRVOQoLOlAsJV+rGosKADx6NyN2VUlBrscnLrKxObUWyUpSIP+RwoiQ0lC5Jn0wBCzFjvgpr5f0hJVMk6RV3vp8XVZO1Mv2oZ2CseBbZ8AHUjeihhnTu+Xy896VfUAieftuNBG6rC3ZojEmwhGXeNMWryB6W0UL0r5M+5co5uu2WYbst2FVVSWjl+57OOUJ0ySuLdL3n8Sdu8eDeXS5du8rQ93T9lrpu2Nvb497xkgiyz37g7ExC4m++8QZ1VfHFL36RH/zBH+Tk5AQ/BC5fvswbb75J07ZcvHSJ9WaNqSzz+Zy6rqVKJwQePHjA0Glqa2SiR5+qkwSfQ1vBpKNn2G6TMfVsl2eslqeEocfoSFUbKiOZfR0deMHLFRKVKypUCJjYoHzAd2tUCMyqBbNKsz5d8uDBA/E2q2ps7byVRNKsrolWoXxPjIGmTqXGGGo7wig52ZcN2daJvm0IgYsXL5LZMrLg1hwcHBSPV5wHoWABSbXJFjiirmusMZJk9B7vemLw1JWhSmMWpsIpgaqyhDBizLOZjA9jBeu0yXjXxhC9L974er2m22zES69rgdj6vkSYtTHUsxmr1YptUglTSuG6DhWCyD1aQ79Z03VbohvY29uTHACxwAIfxPZeu5Ma4AvAs8D/DLwMHMcYM9P+TeBm+vdN4JsAMUanlDoBLgF3f98DxJiato1ZxbaRCR9CoN+uWTtPXbVSdloptK6IQROQVdEYxeA6BrfBWovbrjhL+Ka1lqaeYZWidwND79BpcGg0lYkYFQjRpX8brK6kTj15l37ocU5WdiH5O1TwVCo1/iJJ7TmflO7FE6mrsVTTB6l3j5FkmHIFy5ihndJmuk7wsjA4lKJgUtnYFvzK+0IoV7kLQYIKKmMkWZdXYO/l7zjplxMDdWIWZMPbZB6kzmpTXQlFrbV0XbdjSAGa2rLdbtFWsd4sJTmRDHLWqTRWQv6qHqtWjo4e4+TkAcZI8cF83nDlyhXevv02hxcOWa1XHBwc4pVms+0F99v0NG3L/sERdV2x2Dvg9u13eO7KY5ydneG952Ax4+13bnP50mWuX7/B8ckJF48OywKWF6mT4wdSQkuN1TIWlFHo4GnrhrNBEiBSQeZKuP7g3Ts0BhqjULrB2MissVitODu5x9nxAwAWs5nAG1ETevGGVifHtG1LYzRD8Jwd32V1Kk0lGwuLxX5iRGhmsxkxKLabNY3R9F2HNYktkqKlvpcWICCULUXgYH9BVVUcHx+zXp2leSYsFGPE8EU083bGdjvis0bButvi+o6DgwPBLYUDSL/d4Ie+RDdWa0xt8X5MqO3t7dF1XcktbLdbththpmRoIs8Lj8BpXT+MiaIIXZ96cEVHxNP1osZVVRWL+RgJLc9OWCwWxOCorMYNIvpjbE3Xi9drjWYxnxXP2GglXNk834x+uCX2d7C9J2MahWz5PUqpC8DfBT72qI+l348CIB7ySpVSPwH8BMDBlat4txV8I93UMNiSXW4Ws5Q192w322JwtapLa5vBd2hraGZNwms0LkituOCKZ2W1b+oktqwjpHI675EWDmGQip7UP35ISRKjIAZPZaS0szIW7RNR3uixeZeOhag/Tex4L+WJOokwVHUNcewBlUOowg91jiqF+31IfD0ltfnp/gEpSTehtORjenYFHKa0F2MMPus/Tvit2UO11havu9KGpm3wlU0whZQRtnVTvPv1RjK1s9mMxWzO3eP7BSfNBHOtNcMgWFc/bMU7aVrm8zl377wjIbQamM9mbLZbZrOWp597jr7refn1bzIoy62jx6hbzelyw97+Pq+98SZHF46wVcXR0RFXb9zk9PQBhweH7O/vszpbc/Pxm2z7nsENbLstZ2eaoR9oGqlM2izX3Lj5OPfu/y46aly/xauWWaMxMbJZr5jN5mitWa+X9NuNlLGu1xzsL4hDR4g+MTk8Q+eYLRr6zZraGvGClPBgJXMlEYXzHuc1VW2laCAlpXLomp9J0zSl4mo+O+T09BRtDXuLOSAc0uB6bCqjFIMhNK7TB8cYI9nyRTuT8VHZHdx6GAac37LtJPgMHkJ0NK2R5zdLvZeSoJBEWjHpYQgm39StwF9pPK1Wq4Kftm3L/v7+yCgZRshIFv+qjL18/l3XjXQuYNaMYyh7zm3dYJRom7p+KPzpvflihBRsLjYRKp9NHSIqY/H4kkwUg/r+c/F/qD3EGI+VUv8U+EHgglLKJu/0ceCt9LE3gVvAm0opCxwC9x+xr58Hfh7gxnMvxND3+OTJKO+xbUvdtvi+Z3CO9XpdAOi6acAkFZlca68UM9tQNxbvHZvNhq7rWNGlZJaUoWoamrodW1EQCQwEvwUvwiC1bWgrWzKYBSt0yZgU7tyEDG8Mpq6K1+a8L+S16CIhCNfOaKkzN8ay7V0JlbKHF0Io17nXptYViUAu+p/5DmYFrYhGY+ucqZS+PiWjmyXKoywUfiLWIsZwIIs855/aVmyCcF+NFY8/38OhH3C+HzHSEAmuTxJ94rHn/j5Wa5QOqapFY3SgqTVGCeXl9PSYbbdkPm8Zth02eOaLGe/evUdd13z9pW9wfHJG1Ia9vQt8/rd/l6ODPbq+R9+9SwS+8erL9P3AzZs3UUrx1JMfoTKGqq44vHDIpttyfHLCyfExy7MzDvYWaKOpmwYfPFbv86033+Ta1WtEr1mvVjQXL0MY0KnYYOhWIjrcdVQEWquwBy0m9JxsNujgEodRdGLXy54LB/tSXtqvoapoZxU+7FaxWato24rNRrLxgh1XaC317bOZUJ26rqP3HnTNYn/G8fEx3ouHbq2SCEbpol2bG1Heu3cvtbmRpFjXdyjXY5iJOIV31EZjkoRdhhSMMSwWi0LTWq/XZVGujCQbjdIYK+fWdaNgulyDL9h9jIM4KmXRlvxCbr8zOPBE6rouePJmNdDu70lbmwggHniIispaglfoxLzxlZyPIpZxLPBZpOvdTi5CvHEp8gjeF21krdRInXwf23vJ5l8BhmRIZ8CPIkmlfwL820hG/98H/o/0lV9Of/96ev///oPw0hhiyTDWGRv1nvV6LStn4r7N22Zn1VYTikX6Er7rWHdbVqtVCltIoLmGIdJ1G9ZhhU/yds18Rtu2WF1j60nzOh9ZdxsG16OieAiII1uI/Dp9Nmbyr9OEKC1mY/S4KLivQQaPgrFuP3uHXmhOfvBEL6tzZcTbJEgSp5rNCdGVlXu8cTl55XF9SB0CRrw5BIcJU6/VkCtpXD+KTgNYq2kawd+6zYbT01N86kaYeXkqPachtcnOYb+pRO4PAn0/0NbJSwkDuXAhc1m7rktdKAPzRUtbNwxDx8wvWd5+hUXbcGI0e/M5j33ik6zWG2E3KMVnv+e7sEiRA0Zz9/gBN29el4ROPePu3bvsWYsyFa4bODy6QFCKS1eucLo848bNG7SJu7jZbFgul/jBMd+bs91uuTlveOU3/iHf/2/8u7zVN2ztPlWlOahqvBuIvid0DiuFRWyXZ+AE7vHeUTeaum7oNiv29vdYLkOpwmmahjBZtLSW9hpNM6PrBkKAppkJJcpLryOZEwFjqsI+Wa1WzGYLjo6OODw85P79+xwfn7KY1VIoEoVipAA3DKyWy52milWiq+U5UwjuyQOeVuHlBd4PnUg0WkuVuKxFdS1Guu3A6vSsJKcW7Yy2kvs8hKFQtqbEfSBhsKK0lVWliJFZ27JNjAed9snEKC7aWcFjq2QvVqsVJuG4WuuxV9o56KzQGf1YeZVtz/vd3otneh34RTXWsP2tGOPfU0r9HvBLSqm/BPw28Avp878A/A2l1DcQj/TH/+BDRDEqSqFtqrkNjn5CjahSCOxSeWCMkdAPBBUIyUPzw0b4jsCiscxrQ9+L4XPbARdHnGTRCE6pgyUMuRIlMvgBFUfwPESpFFluewiRukmTgVCoQqDwIRK1K0maKSlbGzMOmFQiGn1ARYpAs1IKgrSqzUwE5/tiRIGEDU+pT/nwY+mfn0AHeVDlzw+DZxiEj7i3N5fkVCoD7F1Hf7pNXL4eH2NZWJSSDDaJzmT0ODlzYkI+J614nZdzbqqmnO8wDHRdx2KxYH40J8bI2dkZd+/ewRKYzaCtDK7bMp8vqJuGdUo8zBcNm23Hjes3eeXrL6Ery9UbN7hw+TLtbIYbBjSKp55+mrPj+1y8fJl37rzD6dkpj127QbgdePa5Z3npa1+jmi/QSrGYzxFRD89yucS5gbUO3Lhxha+/+DtcfvZ76IPCBIs1NWHwxO2Szel9Qt/hhw0qOKyGymr6ocdrw96FA+ZtxfHxfUIIHF28yDAMnJwu0VpgD+kz5okR1usNfT+gtWE+X9C27Vj+mSa+ZKqrlDASQQ/n5PuLxR5HRwPRB7puk8bBkPYRODjYK8/fWkvbClUwpJJg5xz9NnUB1qIDK+NzwCUVqJyImjZ0zLizzF6PD06SbsoQ/IBPpbTWGhb7+8V4TUvFnXOoSihm4kHy/3H3JrG6ZVl+12+fs/dpv/M1997Xx4vIyKiqtJxVUC4X2GWQsExNbIGwB4gBQsJCsrDw0KgAIVkqyTQSEwYMmAETELKEhGwzMkLYCLuEkW1VOSsyIzOa995977Zfc/p2M1j7nPsiqdYhl1L+pBjEfbf5mnPWXuu//s0ygc0QkmLCU7MB0AijQgcBfS/8U5+HsEMfRdtJ4Zd48QdIo2maxSTmQajipOB9xzT8FjHGv8/H72Wb/4+AP/JbfP1HwL/4W3y9Af7N38+TsNbSt83SwehZkeNc5kclbf3ygagHAwjlv+e8M8lSxXPLlHGcSCLBlubRyrMP3Leu6xiakrGdVSxycc1yQCG3G0bllBLKMinjeLDShc5/W6sHZ5rWbdSV267aydL0PcbzMUZULfNS5n2cci6aM9YZaJ+u6+j6cXmfZl/T2SIQR7US3pwvlnW+x5wBpRzDAQB/xHo9+AOT5zNOCh3qRZHS1g1KaVZh6pgOHR6WJI6ZpgHPPrhzzcqbpcPx5T3umhHl3KdmBU/XdUwjxFFK3400vvBl59e0yxLMVLA7X5MXPneHE8YEtH1Nkq5oWykud/f3rDZbmq4nLyomBeX+iPZ87DhRFjVJGvLpZz8QDA/4wW9+ShzHfP97n2LtxGG/JwgC2rrhfHfGOAycbbcc9ns+ev6YVzf3rHRH1O+ZbABDhB9q1FDjjzV0JUNb0bU1Y1sRGo3JMoyPc8Gf6NpaSPsLb3hcfCbeH2dnUn0QBIss9Wtc3/docvN/m82Guq6FeK+U4NRpyuC4mzM31Pc9ttvNcq3NXd04PhD7lRVe9NxgzN2ZnQ9r1+X6rnjOn/W8WJzxzyAIlo66HweMwyY9zzmGue07fD1/aZ6K5kXmrOCai/zMv10alMkyIpjpzLPF8VZDR+mKouhhUp0GtGfwfUVrR3wlB4Ng0z5KBaLKc4KHb/r4iVBAKRAMD1z0yOBUJrJ97q3IIKXTcgYSo7xxnVtqzBfDOI7khyODFfJvtlpR1zV1UUqAnMM155FmdgxPksSNBXJhzPy1yUlNR+Ux4VG1LdbXpGm6XEwA+I6UrSxGzeO4k/Up2aobXxOaB1d8z1PLhT1r6GcMVU5wRd0IbjR3idpETqP/YG5trcXT8jxFnWJRTq0SRAltK51Kmu04SxLatsXXDxplz4PD4YCOtKOTNYyqcwebx6QsKJ9+GlGjFPlxnGBS9L0UXd/33RJCLbSWhWmwCHXkgu3bgb4Vmeqjswuuv/qU4fSOx2FLrxPOLi64vL7m/PyCfhw5FjlJuqLuWuxgSbOMfhzJTwU6Cnj11WsuLi64u7lls004HnKU66iU8lmvM6ZhJAoj4jTh9vaGzWbN97//A148f0ZR5Bit+Y3vf48oSlD9wF3Xkj75iGoy3N++Ayx1fuB0uKdppIhOtkeMYEayLCOKIsn8QgpY0zRYIE1TNpsNXTcsC5n9fk/hRvC5kEoxe+jU4jhaRuNZqVNVlWCEjjhf19WDusoTAv28STeOunbMc9q2JYoi0jRlfE8ZpLVmUt6y7Hn/Xpr5o/NhPzc78zV7PB5dwVQMQy0snCgC5aGNkc7VXbsy5T0sROciaTyPKBLKk/ZgtUo4Ho/YsSeJAjwlZH5feaTrlLquaZqGOJZRf7IDeNYR8cE3D4u4yEhhnQ/97Xa7TG1xHC/8cc+Ds7PtN65jPxHF1NoJz3E5Z+B6HgNEWaIXhUTZtCTuA6vbaomQncfZfhqZFBgtW9H97S2eD1FsWGXxghPWdU0YGYyeO6SOcZBTdhwfWv7RqYCsryEwRFHCZBWjb9BeIDk1dg4ElFG7bmS7bbRyXbZwWb1ppLPylrdtSz/9/00eZsK0MYaxE2wyTRPC8L0TF1AufVJ5CjwpguMErRXqVhinaB1QlDVax6yTHcMwUFY9cZySpIY8P7I/HF1nolllCUWR03Qjm/WGKArom5qrd2+FreBD19X0jYyVgrVFGCsd6NCPVGWHPy/bfMFoo0ij32MqoAxMI2FkmLqWMi94+8PPqKOe772+JYpTbu/uqdsWkPfEBCEXjx7h4ZFXBb42FHVFkqRkacr3v/8DPnj+nFUWkq5SsizDR3E6Fbx9fUlZlrx+/ZqBiWfPntHUNUrB/d0NszQ3inx8BZtAU52uUEFCazLevX2H7yuy9YrHFzumKQMrXEhwk4TCUbJ6ojQhigLHpXS3mFKsUuneqvKIp0bCwGO3lTH8eDwwTROUKcW3AAAgAElEQVTb7ZaL8w15nmM0+P7sbjTiG4XOYtrWo6oq6uokSxVjCPxgOaRnnug82qdputCVbm9vl4NvJrDbqcd3NMJpEHza8zzX3EhSxaLO63usK/Db7VaWrdbH82Ws77qBXin6SUxv9HtNTj/0X1t0/jiOOaufdrsdVVUJXU0pTCD3redDU5fkeU5dFXLYB4Y4TfHeM5O2VoIdBfbolwLedY1rqB7u8TRNv9aVf5PHT0QxnQvcjO0sXNMoEumdbFVExujoI77vywkVpUtxnEeRyOnVlVJkK8F75ASV4tW2DZJbb2n7OTdco9SE8jT91GPVKMoQf8Q3FmUUwzBiAvB0gOcOAFnZu9EaH+tBFolEzmdcisjQtmLmYKVb8xHj3vdVJL7SiLTWxebajtBohq6grXMAGkd+NzpcxnwThJRKJLJxmsgCpp/I8z2nU8Vme0YQBHR9wzgKjlVV7dKNN03F3e0N0zgQBSFtU2HtSFNW3NxcoWC5+TwfQl86HlkEiSa/aVqGYQQthisgURhKscA2p9OJOA4JfEXb1XTNRGQ0f/yX/gS/4Tf091/yr/7yL3Bze8cfXW/wfE3bdbRdz8XFIzzf4/72ng8/+oi3795yyguCMJQpoWn58MMP6ZqcqqoJgoCzszOGYeLm5oaXL18Clss3l4zjwMXFBfnpxP7+jqHvyPMTRV7w9ssf8farr9DZBf/6v/MXqa1HGgeEgSbQCs+zDqN3qZw8LHKCVcrgnMTmx2xDp9QDVjeO44JdzsR5kK6w73tZ/r2nOHv/33a7HVprVqvVgkN3XUc71O/dP6J/n6aBphHmhYgUNMb49F3H4IH2H7jK830oSaKWcZoXtwaYsPZh/Pb6nmFRPQ3oICKOAvpefpeZoSfsYlEYRdEC7cj7YlFWmgrrMtemceK4P7DZbIRRMlZYXMIG0DUtVVUtuwCtNb7RYptorcsdUwxjzzQMaE/oVXEcL7jpLNmt63pZDEZRtOCp3+TxE1NMmeyC5yhHFK+qSjpIExCagHiV0YdimyaGCpJs6Cmn8fYVURQtNmUyMncPEkjlNMtaY5ybUm89Zwpi8HVAM0xMdsQqZ/KsLNNopUtQltD3CHyxAAuigL5radsR27eAxWMiDRPZGFcFHYJvdn2Dzxx657pP91qHwWU1jR30nQT1aQ1+x4jPND6MyG3dYMcAZVo34kPfaUyQUJcnrm9GUL67eSJWiUbRcTrWovyJDXV1oO89urZywHxF21SMQ0NxEAGEJsHTHtvNmiSMmOxAU9XiOepZ+q6jbJpltB8s+CYmCUO0cQyLOb/cyHQxxuJsZLSiHyz90DNYn6rtKOuOTbbh8t0VXT8SJiN1UZFla7714iWvXr0mSROUtXzxwx+SZBlXV+/4zne+w/f+8W/w/MlTrt5eslkn7O/2KN8jjhO+//3PePHyJe+urrFWCuvjx48oS8l40sYwDD0//8//PF3fsYl86jLnrvVQ8Qbba7IsEwZH19IOwoHcbbcLhDEi151wI4WkPsM1nn1QEDFOkkc2WfH89DXrVSaju3PSMt6Mp84cZbtg/aE2HO7uF6w0CSN8FOVQLtv2cRzxo+iBetSLSqwoCqIwZLNeL1SnmaT/PnY/46dzkZZJwsf3R+wSTzIRuNerlAIrPFqrPPzAOFGBHKADCOe3LIVd4rpi+dmHzf77WPI8wSQOknrfwGW32y3Mg77vxeCl6xcsP4gCKZTOBnLZPzgWw9ykSXf6AMnMcMo3efxEFFM7fT3y1vjSsvejuA/NeGFRFA94kFtwvP9hzB3u7MhTFAVT16G1nGSxNvhGY5VHO454OiD0ZscojwEPTIh1KYcimwswgRSDJEkw2mfoZaHQ5rfYYYRhwPMsvicjfZnv5WKscrlhlfDa6q5ZljPaCEww9ANtVT0soIYBbxpRo2XsKnAjiFGKoR/ZJYF0RUONpxSD6yIYerpJRmjf91G9bDGTVUjbV+SHe1arNdpGHO/vFzL2NE2oyRIpK3I9Z5AxNA1N29J2NdqTjrjIRaMdRM6soh0xsSGIEgIlrlzCuKiWfCQT+OAFIjwwAU3TUU0TfT8xWI/I07Rjy6u373j8h15w8+oLfvbn/jnevLmk6TqiZMX3fvNTnj17zlevvuK7P/UJ++OR3dmWX/iFnycMI37xF38BhonNeo32YPudLclqhW80JowJ44gvv/yStm95+uwZ+/09gQlI04Rpmjgej3z+xRf4KOo0ZL+/ow53fPhJSm89gmgkHGqstgSjJF3ObAzlWdQ4YEclOWXKoj0IV8ky3srSZSQIhYPcdrUz3RCjZl8rzi92xHHM6XTi7du3XyOxx3FMEMqE1XY1dd3Q9Q1JIs8fJVr/mTo1X//vS5WN8VmtEtI05epqWDpi6+h78700/zdDGNZa6rp6L1VBGpLAgzw/4ftG5jO34Ioj6VJhhuo6iuLkuvCOtpXFpYgTQj744DnWWopCFHNdJw5gWsv9NtrZ8MTiK4VxfN6qFtqkULh8wGIVTho+0fcDOkxk2aoUk/IwUUw/TUS+45p2DhJxaqhv+lC/m2T+D+Lx9Fvftn/+V/+z5cN6f+MnumhvGZHmU3MGkcs8XwrRj29BlVIERi1UpNHO8RoefhhRtx39OKGN8PiS1Q4TJHjK4Dt7u1A7YxE39t7f3QCOdzo6MvMkAHhVVdTFg0epnUZ3YspzttNAkiQLIbqtyq/5Kc6dxdwhzF3AbrdDKUXTiIfl6VRQ1yVhGBMlCcrXIiRQnnM4EqhkckTuccJRcvSiMFk2t1YUW23bLlALniIwvsNhJ7c5dYYxVhFFMdMEUZJgTEg/THTjiPLkhiuKQuAZNRHH0dLhe24p+GgnYP/pdGI8XnL96d8l9iduBoNWindX18RxzCpdEScJYMlSoddoo3j39prD6URVV5yfXxCGAZExvH33hhcvnjE2LfQ9gdGcipwwTVBhSNP2jO3A7myDHeaUAGjqGqNFGOCPLZH2qEaw8QV9sKa1HkNTMI0dZ2dnGM/ndDqRJivZOjsLxge7uQeP2Pl97rruaxv4uq6X5mHGSjebzVJM58WPUg/T1lwAZ215XddL9zjfG3MRjaLoa1v8+TqLooiqqhaS/u3tLaf9gdVqRZIky1LpyZMnRFHE3d0deVU6z9DIFeZQns/wkEklngshOnjAbrMso8pLDocDswJu3oOkaUYcx9zub5duc753RZQgPy98296JZqQDnRemVSOQSpat0YFhtGrperXWWJdFNv9N3/fZ7/fL5zDjyVEU0fc9f/mX//jft9b+4j9pHfuJ6Eznx3whzOTf+f8Th9dVVUXdtguYXub54uf5fjGdVQ9yIUtMSD8XKGuZFFjXOcVxTLpaCWXJ81mvMoIgoihLjvfCKezamq5rOD/bcb5OOBwOXL95h09LWzfvcUsF051vql6NjEOD0RFGTSTZisQtIfJjLlpjrZ1BiBHtdRgSRKFI6oxwDsu8oixLtA44Pz9HWY/1aievs58IlNyscZpgjKbpWqaplzhcK6d2U9bLBduUBcMwEGiz8BqHvkdHEWmaCURRHInOdviez6GsONvtSNKU00n8VJM4pWtr+rbFKl+Mp5VczJPnE62yZTkSJ3Jxd3WD1h6Tjjkej1TdgLYe8eqMsTkSRCmRMbwIhO7jKY+ua53Rc0WcpFjbs9lswfPJ1mvKsublhx9ydfmGb3/7E/E1TVKs02WfhxHxOqOzEI8DXdXiKU3dtaSpwYRy85+OR/LymjiAoa7oBmi8PS9++mdp25H8cMf5bktkArqmFbyvkS3xOhFmR11XDFZ8Un3fF1HAfN0B55stwzC4KOoI45aqfddRqiPF4QDITVnV9WLRJ5FxshVvh4HqdFomMN81FVXfYplIV4kIVpyXAoCPz2SlC/N8Rds1DKM4PO3OtuyyjDzPmcaBbCUdblNXtI0cMue7LWVTi5lJKDLo0+kgxdNXjNPcADUOr5UD5fLta+IgJk6EsTCNDzSxwRXiLMsoCjF3mQ+N+QAqioIwjJd7OU7T5YAKooQwXTEMI3GU4hktqxWrQBmUZ+idp0IQPLAiHj1+SlmWy2EWxVJMPf/rWPc/yeMno5haMSWeuzOF2JYpOzmvy5Gha/EVJFHINPTEYbCM9jPeM9mHKAhfKWckohnHVojdnkcQxYRxzAT44yh0onFk8nrsaLm7uRKStiP4a29EB5osWnG4fsOPbm+IwpDtdsPN1R6lFOskJYyE/jEviGRrGLJKE4fvSMEXyeGE8T2mYWAaJowvPFo79lRFu9xog+swHrh8KXku7kHrbCN/K9Ds93uxuutaUBNZaKiVRFacqhLf8W69SYLdNANhIOYstqvQkyIIDWGg6aqTjFlBSOB5tH2H7Tuq4oDnQdsUlKeaq7eXotqJI5I4RQchntJYD9bZdrnoR+zSvaSp8Ff3pxNd3xNGKcXhGpOsGexA6Md4vibUgdDRponDKeer12+4fvuOv/k3/gZ/7s/9WZRS7A8H/ugv/gtst+fkeU7TtBSFbPensaOsGobhSLpa0xyPoI2IWpWPNgH3p7eg4O/92q/xJ37plzg/f0JnLVNb8PzpY66ub/FsiLIj6yRCDSnG1+TH0zItpFFMXpVusniggn3++ecLJWccRy4uLvjwww+XpVOen7i+vlomiLmT9DyPs7OzhX/54wqdcRwX7uX5+Tm+73M4HAQjVPJ9wbnGs2KSM+dibTYb+fmuZ9JiIGRc3I3xfAbfEiUiU82yjCRJ6PteFoyA9hThewY6SilnRi77COXCGadxZOhbkXvjwzjQVCUg0F0UxgTa0LeD868VHmrTNJxOp/foicJmkfdPLBDne70bhAo5euArj/V2Q9sNGB2hrGIVx2gttMbtOl6K9+Q6UWMMnjEkTkgw46/8QchJ/6Ae8wUzn0ozODyPL0o5i64gWFp0YFE2zMFp79uFiZpHljQmcM49nqbrJBPeJUkxDT39ZLG2x/cM/dA5jbmGseNwuKdtanabNT/zyYcU+ZG3l1+QJHKKDmPLWHWOeCxFs6o6/MnH2tgZ4bqx7b3uebRqAdp7h+F6IEA/Htk6JQgC9vs9s9FGFCXARNs1NG3NMEouet+3jD30Si7oqmy4u78jy7LF/GXC0nUtQ9dL5pLFxbx4gM8oDFURSwwNZX5imEZWSYwdR8qjs4bTEAeeK/ohyges0GtCfMrj1cI4AEvfNPSThb7GBAHjOJPQJTmhs4ZJp1jlM6IonBR4Fcdc39yx22754OWHWBT9MPLd7/5hqromihMsFs/TvHjxgiAIMSZg6Bq26y1hpBkGyyE/gvJp2g4dGsZxIghC1tsdby6vCMKY/CSd8sUu4/r+QJptCbyAw/0t50+esV5lgrdby9jIkqmqKqqqWpY9QaDpe0tZlkRRxPn5jjzPaduapqmWkX6+nrXWi0HIapU4MnznFicdSs2Jt9OimBJ/Bk1du0KnZXw2YUAUxTx58oiyLHn37h3D0IlqiAmtJXW26xphVARCWC+K00KCf/78KX3f03Vy+MWxTEjzBlxoVzV4EmDXtx1ZltGNA2VZijFKEtN1De004WnxeRgHOVDt9MAvDYJATHAi/bWvzWKamQppvJEwWzkBjaIf5fdqE2GBZx98RFEU3N4fMCYAHWDiFIC2rR21KlqaLpRH4oyT2raVqHPPJ4qDb1zDfiKKqXKjytKZqnnr/aAfn0+rOH7QKJ9OJ5RlcYKR5UfPNAhUEAYB3agWGZunXeLkOBIGxhVXZw4yjk4j0DF2vZj++oquqanrgkdnOxQ9b766ZJomHp0L7idFcY6JYPEgfd8paQbWZ7NezxNzCV/5y5JgpnDMHpZ5nnM87t2F7KShoWEY5SY+211gjOLu7lY6Eu2hwhAPw9gPdG1DFDrH83Giak4MVrxJPV8xdUKyRvl4vs84TAx9RxjFJGFAO/QMfYs2IdoTl/9pkvTOaRrEdm7spag3DV0ry4A0TSU/KoqxYYivA8wECkXkBfjWUnW96+I0vvHxsi1NqYmNRhtN048kaUbX1KSrNZvtjrauidMUE8gSS/shSRJTFJXbzA4cjkc2mx3WKpqyomgV0wCeNuIRgOJ0KtFaXLtGq/jj/9K/TDeM6CDCTi3tYNFBBJ4mjhNujvcUp5wkWWGt5XQ4LkqbNA4pTgfuT4dltDXGkKUpRVGItVzb0nseN1dXaC3GI+tVQhw+F7gnzzkej9zV5ZLrlCSJpI0qJRZ3ShG6aQe3eZYROCRNEholVjJD17O/u5eOrh8Yup44jFivZJveVAL1nA5HttutNCfaLHStLBOIpyzLhZHQ9z2rSIxThlGUbJGJCIJQusyhw46WNIoZsXSNwCtVX5FlK4wJqKpG0h7Ug0G08DthdPSk7XbrzF3Eh/h0OpFlGWebLWESy8FVt1jlESYpkS+d6/6YM06Ws/PHTMoD6+FpaboEmpiWOPggCMQ9y5fsN+sNtMOIUR5x+M9IMfV9n81ms1AdZiOGWaKm5+TGcaJvOwq3gErjZCEoz6e953kLJ9IYg/Gcpnl8yHn3laXrGuwA3TgKL20aUBbqunUppCIPDI3CJ6RtSqpCRpEw0JRlST88PH8BvKGoWrpxWKge84iutV5wGjksLJ73IGudD455QTSOI6u1vL4gcPp3z2KMjxkNp/LgqC2KTbYiCaVL7pqedhDKyybOwPek2+kERokTISlPDI5bq/CNc1RvOpq6QgcGz0lhfbfJR00COQwjRf4QneFZoX71gyjD9FgTpSFeOzD0FdY3eEGI9nyaYyfJqyZEK5cSkKa0rcZH8/jRBf7sqFWXPHnylI++9THH/T3rbM1f/av/OePQ0fcDvq9BeaxWPlEUkCUxKMvQgVUjRX4iiALiOJEQQ21QSvxli7JwC0HLh9/6iLIoYZzIlE9XnWCQ6+l4qul6y7ura148N1T7Pcbz2awydwNGaM+nb0VeqbVGZxnWm4hDURt56w1lWVLmBXmeU1XVUjweP37M2A/UZcXWUa0uLy+5r+5IkoTNZrPcI8rKWBtoI8qx8wvGcaTIBf9O1tnCYNFa8/LlS4Zh4Orqivv7+6UTPB6PPHnyZGEOCKRjOD8/X4j+83Q40/EuLy/Z7XbsNhsxE3G6+LnoDeO0KAa7qcciyRXiKCX8Y2MsaRjjKRegZ0eGwVI4P4GZ/jRbNm63WymgbSMinDAgCyNU3aB8w6MnTxkmy+FwwEQBOgzxvZC8KKnaFj+IuHj0aFGNlWXJOE34702t899tnTPdN338RBTTuYDMBeV9D8wZN5rxpZloOxegWY6XZdkCA4i920kUKU4Z4in3Jo4dwyhhd13b07U9TVs6fNQXrFXBOLQM/bi86XFo2GwysJa2bTFGs1lvvmYNOJOmQ22k0I8jdd0sBVNe14MT+bwBnjNvZux3IXV7lropMYEv7lVK0TQVUZTgeWKyk6YpHuJn0DhSc1mWKF80/GESE4SGIPRdgZeuP4wlhXXoJ5SyGBM88AixbiMqRVbRM4wjVVUIN7epF8pO5Nzf3QuS5Zs/0DY949gz9B1e36NMgFUecZoSG7mh9vsbRquIg5BVHHN/d8PpdORsu8WYiKpuudhtGdKML774Edv1mt1my37/jrIs2W63pGlCXTcSMIdF6xDLyDBCdci53x+JohjlTDDSNBFyt50IowhtInbnEXXdcLG5QI09xXGP52t2SrOrGq7eXeGjSMKI0+lEU9dsNhn58UDXtqRxsnAYfeWxv7vH9326RpalaSx8yfv2jsBFadzd3HI6HAmCgKaq0WfnrJKUU3JcfE215y+jr4SVWe5v7/A8j5/5mZ9hmiZurq5p25a8FaFCGEoiQRhHmGkSzNtaqkZcsoZppKhKwjgijCPJVZuko9xsNtze3nI4yHb/6eMngmUGos2fi3IQCbZZFAVJklCWlfxbaFiv19Rd+zUdfxhKEfe9EN8T8cG8UU/SZMGCZ275jB+LxaAIByan9ttuz7i52xMkBWmaynVwds7QTwSrOUpc8M8Zq58nvveX26vVCs/TSwf+z4wCyvcUWRw4rqlxNJIHytM4SacwFzo7tiSRWazFtNbOuFdO0+PxyPEoaZibbOs4dB1909O6CxVwmmNFrBWMEoDXdR3dJCPrrKgQJyqPun4wdtjtZFFwt79fuH1pKhhn09SYQDTSwewePnbELgOpLqU7iYJgwYesHbFOuREanzgSUnGgQmwHtoN+TrdsO+moh4F6shgdcmgbtNbE65h4nYjDk/vb83Puuo6b6zuapmG9yb4m4ctWEaHjXUqGvY+JQsqmpOiaxbA3CjTaRU50XctQ9VgbYRzh2tMxTddQtjVhnBGEEVXTsDIu2HDqyI8NRntsU8HduvbIqbwTmEAP2O6EQVGWR/rYp2tOPHm0cyYVHc+fP5UCkueUZSEFx73WMAwpioKiLBe6jsLhijqQ8Dh3+FVtyzHPl8/u+vredWdqkWCOXUugPa6u39JUYgtnreV0vGO9XhMHhqHvGfqeyYhCbLXOREaqFNUw0nsDeD6hY3LMTJW2bZkGGJXl6u5Gfl8m5sbb9YbXr1/z8uVLnj99xturd7x9+3ZhH7x681rwViX+DL6dmLoWPzA0Rc4PP/1Nfu7nfg4tfks8/eApb99ekR+OpGFAWxaAR+hrrDfSNRXXdSndYSAeEue7DV1TsUrkvf/e975H14w8jbcUhwKsoqgLAm14vL1YpsfQk+JnnHlzdTqxCiPGtgDfx3gKO3RYYGxlYlxF4olRFAVtXWGVYrPbLsba2kQkaUacrAmDhDBOmaaJi90FCkXTt9xelUtczjT6pCaUCbIfCOIIZT3aVqajJF2jw4iy7UEHbmn2zR4/EcXU80Wx82CQ+8AxnbHS97W88/h/e3u7EJRnHt5M+F2v1y43xshyxi24tOf8Gd04oybtIj4mlBtBUA/u9/M2cMbDokjy3w+Hw/L35o7Y9/0F95o7irngz6TkaZIMntkoZYYmmqZZiMpz971kLr03msyHx7zAmA+bUBu252doLdv9tu3oHDXpyZMnNE3D8XCgdTlNtVMArVZrVqsVVkHf1JgoxFMeqYu8mCbBP1cu936aJjYb6ch1lGBc9xQ7Nx55/zQ6SECJM5WnI6JUzH77aVoy0BlhGGUsNL7njLqhbztMIEqV0+kgnq5aExhDvI65vLzkcDgsW+qqKvB80EZCC7XxiOJAlDGRsCnKKifWMXGUcspzYVvE0fKZdl3nAgn9xbj6cH+3TAsXZ+eUoSiJEqewC7W/hM3FcYxnAonQQHjF2gQUpyM3NzdkWbZ0r7NCb44U6Vx8ytwhBUHA3f6eMI7QOuDVm0ta5x4WxzF3d3cLZLTZbIiT1WLYvV7LeHx1dcWrV294+fIj3r17x5uvhLsahjGPHT3o888/5+OPP8a4Se9wOKCmiShZMUyWYYKLx09JkoR//Ou/Tu1iwN9ewfn5uTM/n8hLgb+CKKSpW0wUSAw2Mu2tklSWa9PINHpuGSZFcqRcDsHddk0Sxfzw8x/x6MlTfCuZb03T4PcDWEtx2LM7u0ANDXfX14x2chBFQ3F3z2Dl+kyMQhsflFgMeh5oHeBFAcrznHKxxceSrbPFZvCbPH4iiuk0jtze3XytuASheXC1maYF8zPGcHd/S1EU7HY7ttlmWd60bUvGapGleZ7H0NT0Q7N0j/BQpFerFRHJgzbZsyTpg1dn01TiNhSExKGQoGeMC1xR7wcSBzHM7jbW2mUsUxYmp5bxlcejRxdst1uOxyOnw3HJO5+mabn4tNZMLiK6a2T7bowhNIHzUpUNvFC9pOje3NyQrVPsMHLaH7CekMNXqy0gKpbz8zN2uy2vX78miQRTtmPP6XBPGMeOY9pjGbm/lWWFp30yx10820qHcspLttszKfBdD0rLos/6WM+TDHptsHh0w4RyBTYIXSrm2KEmcWNfr9f4yOJwnHqsdVBDLzSut5eXbDYbJFTR57iX7KEXz545hkPFxdnZcpg1zh7O+JrJGylOuTAmUnkN+/09q9VqcR0qioLNKqOrG95eXhLHMev1eqEGTSOcn52xzlLiKCAMArT25LD2pPDOG/1JyfOJYsGlX7165XBqWaBsV/L1OJQi3rcSvzEnaA6dHNrNCEp5vPzgJeePH/Hu3RXZekPTtJKqakFr4xgFNUVRgq/44IMPmPDIy5phgjdvrxZlk1WaMBbmwP5YEBnDOtvStQNBlLDdnlHXc5PgCphvyLKMR08Sthc79vmBVZQwTSP3x3tWTqHkG5+maxhdeoOaLJ6RReU0sew/Zus+aYwkTXS7WXN/f8/YtTA+IzQ+n3z7WwQm4ubulqIqKU65Y8LIYffuqy95/Pgx682aaVLUh2sYJoxt6JuahpbjWHFPsCxFNRO2n4M4fSavZXBSXzt25MfqG9ex34vTfgT8n0Dovv+vWWv/ilLqvwP+FeDovvXftdb+AyXgw38N/Bmgcl//f3+nv2Gt+DyuVitmn8y52zTOyqsoioUErpTi6dOni/lD13Xkec56vV46gHfvBFfDKURmXAZEDRRFEb7y0L7PYB2RuJu1wqJbropScMEooKqKRTNsjOiL67pmvV5hHYlZjDVmYLuj61pgch1bh++naO1RFCdevfqSoigc1quXfHTpPAXTu7x8Q9tKqFkQ6KUjlS61FzVVHDFNkpODJ+5DURyw2WycaqRjf1cty6mmadhtMqLQX0wj4iihHzrub6/pxxHfN3jap6l8kmzFOtugszVlXVEUBSaImKxlHCxBmGInwFNEsbyvk22FOeH7hNajbFp0INi253mMbUVV5HiIRr3MT+JnO4rChUkiKdIkI9CG0Fm42ckSxhH7/Z6yLFmtVmy3W3a7HdfX1wtdaR6ltfYxxtnOjSON06TPTJDVOsMOD9zkF8+eLxvlrusE30QoQnXtqD9RsOB9+/2eYRh49OgR0zSRVzXb7RZtQqTsgfsAACAASURBVPI858njCyarxALOcZB/XHkzX+seiikWHHoYZWo6lSX2VlJr03XGqSzop5HN2U7odlgqB+/4fsShqLjZHxnHkc35I4Zh4MmLl9KpXl4Rhobtdo3Wmi+++kLC8rTmlBfsD0e22x1dPyxdddN2oEqKuuKTn/lprKcoTzn7/Z5TeRRFoYXt2bno/S1sNmsOhwOxH+Irxez69XWbwYc9ySk/cn5xRl01FMWJ58+fk+clX3zxI54/f04UhFT5SRaK2uCFMnVmoYfXlTTOQ0B5HqEdOJUnqrZkaku6SbLBGm+iyI/SnPkBabZiGCbqpqE3Bs9xTr/p4/fSmbbAn7LWFkopA/wdpdT/5v7tP7TW/rUf+/4/Dfy0+++PIfHPf+x3+gMyBp+W0bZtZQzv+3YhMBvzsEApy5ymqYSiEoScn5/z9PEjGb/v77i9vV0UFRq1jN3vb/lnud3M65sNP+bxfB7R5+c3j/zzZn7+vqurK1arFcaYZSmy3+8XR/G5uM7bTvGjFFnfdrslSRK++OILgAdDFufIU9c1SZIQx/HCq53Nbd+XIs4RLYJZDUJlGnriKKIsS7Is4+ZGZLCzeUSgI3Cu7572se1I141EgRbXJRURJzFxEDJ0QknJjye01nzwwWM837DfHxkmGc2xHsMEx7zk+YunHE8n+n4giVfEiRQoOw60XY83eYwDHE8nlOoJfQ/lpL5KWYZeKDmT02QXRYFyMTBFeXIHkBiE3N3f0LTVMvbO3plMEyYIyNKUqml4/fr1MpIPbnQMwxDl+YvxRxgEDENP04Dviyv9+ybX8zVTlkLUz7YbOeSDkDSKMLHo2W9vBUd/9OgRnudx1TVM2luI6be3t4sh9H6/d+qgnqYu3Wfro43Bb5qlMPftQBjEZKsNYRiSxAN/6Dt/mB/+8IdcX1/jK0PbTZydCc/U1xHD2PLq9TvW6zXPP3wpB0Qcgx15+uIDuWa0z9nmgjdv3pBXNTqMwNdst1vu7u4o6oY3bwQi+Pjjj1EfKP723/7bXDx5KhSsaaR1xP2maVB5weF0ZBjEwzUM5X45Hk8Ay33oeT5ZtsYCZ7tzboab5Zo+HfcExqdra9q6JtI+yZNHrNOU6+tr7m+v6Bp5f6MgXg6qcehIAo0ODMPQkcQxipE6Pzq5tGYyBjU1DMNE5aJRxiZbuLTf5PF7cdq3QOH+17j/fidB/78B/A/u5/6uUmqrlHpmrX372/3AOAxoz+fi7HwpUFVVoY1PkRcLR6zuBZPbZGvyPGe73hBFEXme8/at/PoZ33z27JmM4fUDS2DGTZnpPF2HrxVRaMhWCdoY7u/vncxMimVbd7QOzxwRSKJwN24Yhnzw4sWiSvnwww9RSvHm9eulaIeOXbDAFW5rGQYBXdvSNg1RGGIneT5zVtQAnO12MoZME6NLAKidz6PWms16vfxsGARcXYmq5tmzZ4Sh3IRD3/PlF19wdnYGIIFxYUhdV0tnVFUVJgxJ4sjhciEfffxtx3eV7vzqSvCpLNsIZle1bHZnhCbA8w2+EU1027Z0/UiW7QjjmChJef3qDZeXl3LAjBOb1DlarUbGrsZOwk30PeEgntqWw/298ICZyNL4aw7/XdfR1Y34JijFzburBYeMNhG+MuR5jlKWX//1z9Fac/74Eass4XSUDfTFxQVZtpYs+VlpNk10rZhxR5G/LLmMMWy32yWk0fd9rq9vefLkCdYqPvvsMz7++GO2ux2Xl5ekaSoOUq2E3j1/+owvv/ySOApYpTFXV1ccD/eSXz8NhIFEbEgUh2W9yRgn2O/33N7eEkbJkng7q5MuLy8Xv4WPP/6YerR8+9vf5qOPPuLXfu3XePv2LUmSsFqtWK/XeB5OQNBydr5dusSLiwvu7mSZtt/vF9+I3W4ndKJx5O72wMuXL7m5vpclq0kJo5Tz82cLQ8AzBn+AvKmJkgxfizUkSpMXNbuzi2WKbDu5ltebDV3X8YMf/JBJTYRJzH6/RxvD+fkZ+9s7rKd49vgxwzBwOBwEn3eS16rp2B/FC+PheZ8RhiFv375ltD2e7fEUeIGYvYzDyFhXGK1Zx7Lht11F19e/Wyn8XR+/J6MTJVyDvw/8FPDfWGt/xY35v4R0rn8L+I+sta1S6q8D/4W19u+4n/1bwK9Ya/+f3+73f/DJt+1f/Ku/usjxZgrU+wuY97vWmTqSpilT/4BZRVFEUUjdv7i4EPzHkYhnldR8Y9zc3PDo0aPlA4bZHb1ivd0sHVzvsutnkwbZ1ovT97yIqapqUV/Nf3/eECdJsnQ+c4c5X9Tvd7lztO08Bs78uLmjnUdDrTXX19copZYCOS+w5tc3g/sgNoRZljnGQ7V0ZKtVyjj1NHW3bP171xl7/rwZF5il6QZQEssriZIOy7Ye1g/INuITUFQlz549oy0rmq7j/v6Ar81ysJ2OB4mJONyxv7slMB5ZaqirnND4mEB4lEPXUxQFVVGQZanY1NXufR3touk+Ho/c3t7ieR7f/e53lzF6hnraVjDG7VbkrXVdL4TupmnBkwnEaDl4TOAvY+iMeyulOB5zVqvV8nuXz71uF4hqXr6Jmqhnu9mgtf6agqgs8yXIb6b1zVNLEBj6XqI6VtmGuu0YByt4vIlo2mpRSx2Px+U5zgdMmKyJooiLi4vl2vvBD36wdL4zphxGBh/F+bnIcO/v7/nw429R1zWXl5eSyOBYKc+ePQPgs08/I01TYndIjBa0LxCI7xvyphIpahKz3mTUZUGZF/zMd36KH372ORcXFwItuAlss9kwTdPyvI7Ho8ihp4ndbsPV20uePn7C2PX42rJarRnHkcOp4JifqKsGfNkXGGdmMlMk27ZFu2nDJMGD6szho9M0UdUSvrdK0sXzo2ka/tKf+dP/9I1OrGjSfl4ptQX+F6XUzwL/MfAOCJDI5l8BfhWXQvLjv+LHv6CU+gvAXwDYXJyTJMnSJc2LpjkAzHMmsm3TMI4ja3dR5we5qIIgeG+zWwmR2BXedZqQJBGrVbKQlPf7O9I0lgXTNGfgyMWZZRnrVYan/UUJMhenBcx3GOwcoQAsSqZZwTET7+el1zymz+YXWZZ9zfln3vQmSbKwAt7f2M+E7BmqmClg87j4vmXbLFyYH7MYYtZ+a61pWiGqx0mI75mvPc9VtnZbbTnckiTB8zUjYmasLJydXXB1fYOv5T1Xvsfz5895/PgRf+//+r+5ubsDPB49fkJZlnIwdS13d3f4Y8PZ2RajFca3TFNDlZ9o9iUX24uF2WGtHCi+8mha6QqtoznNLIuZ3B6GIcfjcXnf34/hyPN8waRB6G7jOOJ7ckBNo8Afw9gtN3hVVYyDdcsv7bBygRDmwywI5XcOw0TfPziAzRj+TIHqug7GiSiVSSAMQw6HA8fjkSzL2O129L1g7Lvdjryo8LWhd7/HTgXD2C2voW1bjsfjUvQ8z2PI90TBOTdXb+Q9yWKU7dmu52sDqjLHVyt6K3zVvu8p84LLV6/lfqlqvvOd75DnOZ9++imbVeZGco9stXEWmD0W4Xu+ePmhuGa9e8uL5y/xtWJ/e4M2PslKuutZsRhFES9ffrSkiMo1P7LZregGcb9PVzHG9+iamtvba6GIrVKGqGOaYL1ek64y8qbi5vaeySqy7U6ul7ai7lpCB7et1hlR5CSzdUEYBaxSsUUsi6PIkJlQVvYK0/DNjU5+3xZ8Sqm/ApTW2v/qva/9SeAvW2v/NaXUfwv8H9ba/9H926fAn/ydxvyXP/WJ/ff+0/+EsiyXYlIUxbJxnbvTeZM9n0RzVznTTeYbaL1eA/D27Vt22YqiKHjz5g11XbPb7Viv10vnW9f1Mi7NPotJkmCigDzPubu7XwjEc2F53wF9fi7S1TbLc33f/zHPpSOZrdaWTsZ1vfOI+r4J7hyvMBfv2WZtLugzRuhr76EjRTGOc1xFsCzo5ue0Xq+oqkpGRHejxGmCtdB2HdYqZ6I7otwN4PkB1lMMg6QQSM6RZb/fc3bxWExUfC2Afutev1XUdYsxIVGSgKfo2hrGgTSMYGw53N9SlSe0B9kqchNHLxLFvqeqCzwLURSwWrw6c8qqWRZ1SZIsPN05dyovjuz3e6yVQtg2/SLRFeqRYbPZUFQ1Svlk663rKie8QKYdmMjzcpE3r9dCZm/yEjwlI3BT43mKNIqXz6jvGspcKGfKjkSOK+x5Hl3fEkQxu92Ozz//fJk+8jyX4l2I9+352QXdOHB7e880QrZZE4bhchjO9o6zSce8WJ2XtavVapEsd51o59+9e8fFxQVFUXB9fc3HH3+y0PvW2YbB+VDMy931es27d++4vb11Ki1LshJ60/mjR/TjxKkoSFbSqeZlhR/4rNdrtB+iPCHOW2s5HO7Zbs+4uLggiiJub28XOCqKIoLQE2pT21GXBdt1RmgCtCd7Azv1fP7553z22WfyejZbNustRV0RBBEXzs5x7TK4xq5fGpx26JZ9htCgFP3QOtjlc27vrtmuNwud8C//W//2P93OVCn1COittQelVAz8MvBfzjio297/WeDX3Y/8r8BfUkr9T8ji6fg7FVJgMXpIHJfR2ok0jRfD2yCQTPB5UYSCojwtvoxpHPP6zVdLN/v6zVcuIiPm+nJcPB83m43zSHwYoecClTp7r6Wr6GSM2a4lgqTve+w44mGJ4odCPo0Dh/u75SIMAnH6HpzT1azL156Hb4LFBasqxIIvXq0YnXzRTiMoXPaOiBmkI9LL+9C7LPSZ7eCh8JVHWzfEocEDRrdY67pGFCl1zTQNVJX3wJKIQlbZeuHuaiOO+XgeVnVESSwKka7HWg9P++T5iTfX7whDWfoNU49nJaXAs5ZxaJlGhQ4i0lVIEq/oJ+sigSWy9/r6HavQZ5XGTH3F6bCna0vKPMc3msBIEY9MIDLacXTdjHTA02gZncItMAbf8xj6nuPh4CKbh4W4f9fdo5SoamY3JFRIVdYEWjrt0+G48JarsmdyvYVFETpj8rJqiGKBWG5ubvBLUd8cDgfiWDxA88ORJIlJ4pC2buhbZzc4jjS9mzyM4Uc/+uEiKjk/P2ez2dL3vRQirRmngbHrWcUR7SCmNXYasEOP53T/dV3TTxNGTcSRwZt62rZk6D2Mhp/+6Z/mcDjwG7/xQy7fyL7ggxePKfKeoa8pi4MTUIwExqMrG/KyXRqJvvXx1UiWhnRNQZKmjEPJMHb0XcwwTfheR1k2FIVFaUPTjig18vjJC3SQ0NQDdddwyAt0kDDd3i9NQj8KK2N9dk7TFkTJin7Msb7P25tbEa/0Hev1iiyO2W7P+O53vwtA3ZQCe5nYZV8Bk0Uz8cHTx/za3/17UvTPz2n7gftXr1HA06dP2JydUeUFpyInWWV8lMgyt2katts/mEC9Z8B/73BTD/ifrbV/XSn1v7tCq4B/APz77vv/JkKL+gyhRv353+0PGK3pndwydQD7fOIaIzEIM4VkXiQZX8xNhq6nOOVoz6fMJe0xCkJYZdKR0C45TJ5SjK77C9yF076HM86d5OFwwHaSF2P8B3OSGb+cuaGz9+KMdc7ph+/evfuaN+NcrOdtfRxGyxKtqirOz88Xuencjed5vuBxc4c6S/rKsuTi4oLVasV+v+d4FPZAoNeLzdvMtW3r2nmselSFbOMfX5zhJRlnZ2dcX1+TO7OQuu2dGe9IWTd42uCbgHS1xjOaleeTrDdLAS6KgvVuy9BUC+QQBwHGeCjrMQ4dVVWKyqjrCDyPse/o8LGDYuhatPHI0lQOG+2WhJMYAhsdMXkeQ9uQhKksnLRZXOCzLON0OvHmzRvW6/XXnMbiOHZGwWZZ2HmeR1XKOLfZrum7gbt8T5JGYHvappM4ESVTgglkSTMMPW3bs85SPvjggyUfKUkzhlEUaE+ePyNwuWRWwWAfvBa62pnBDC1lKR6oSRQxdN3Skc54bxyLx0C2XhH34zKpNPUkSbHjQGC05HWFsuQc+g7mWPS+4/u/+T1ub2/Rvk83jARhSJkfGbqa892WusjZbHYkUUBoDDWKLEkXQQDjRJakGOeJESSyJwgDzTRJrI72PZSDNCITotOQvm94/epLwiijG2C9kRDHfmhJV+cUZU039ESJXOOHwwHfV1xeXmKtJQ4Nt0VBFGiM9hYxxcyiCY3PJosFJ7c+noLyJPLbvmvIVgmh8ZkGyI97zp5/wCpNsMNIlqR4TPRdw+2NTC5Gi4GMx0Oo5Td5/F62+f8I+CO/xdf/1G/z/Rb4D34/T6J1md9933N2drZ0jlqLociMHcZxTBSIREw+CPFkrNsOO474KIrjiSdPnpAl6eLYDQ9xs6eTRCg8fvxYLMXalnEYlgJ4Op3EPu3i3OXg9KTOBSgMwq9lheN53Dsa1JMnT7BKfDYnQPk+JgwJ3AXhG/O1BdBoJ0wY8OLFC54+fcrhcODy8pKyFg5j3TYEgWa1Tsmy1eI3gGfRgU/bN9zeC60rWaWERp6PdiB7mZ8wxnB7fc3FxcUyPg9dT+cLD/TVq1fLoqGsW/LyzumlVzT9wDo7Q/keZdWwPTtD4XMq5OAS53JDlVesViuJZul6vDCia2umfhLDFxOxXWdMY48/gZ0GGDrqMmeVJRzuG9JVTNuJGXLf1CLjHGSMv7u+QSm50Muy5O5w5NmzZ9zfC/m+67qluKZpysXFBf/wH/7D9zjLJZ988gmffvqpw6TFWNzDUlc5TZvTVHJYhT5Upz3JKiUNA7ypp8rlEN9uzhb/UE9px0dNMcZ3MIqoao5FzsqZIVeno3SWVnDrMDK8fPZUFkjOk/dsu1mez4yHRnG6LDXDQDDAyJn6eL7AA9laTFDKqsaiSFYrDocDaZbRdR1nFxdyLTs8fcatLy4eM42SHGqMEYlqZJgmoGvxjGbEMliJDO/aliANiSLBPvf3R3a7HaOd0Nayzw94o+L85QcMwcjt/oRvYvxxZGpzvvPJR3RdxzoJubl6Q37Il4Xwbrcj3ax4+/YNaRxTWclYm/qGeujJfYl+tvR0dcPYe7RNgwLOdxcCSwBffSVT6d3dHR9//DHWWvI85/NXX0iR8320N9HWBjt1fPytD3n91ZdYpyqcF8X/H3dvEmtLnt95fWIez4kzD3e+b8iXgzOrXFVulU0hoFtIQEP3piWsZsECqVmwQGIB6gUSC1iwohdIoJZ6gdg0EhuwLFptuTFtia6utGtwOof38k13PvN8TswRLP4RkVlGbZfJtlUiNvmGe2/ed0+cf/yG7/fz/abXL4UDSlM1Bv0j5vM5q6WonizTEWmCmijFsxSSPGUXHUiSFAWFw/ZAWCxtfF9srev1BnGcMpnMCop5UG1Ou90ulmVVUqY4jmk0Gl8xU2WZk5OTakMvgCNWpe0sl05llROGYSW+LvOpHMepHghJJiroym6qafQaDZyirYyShChJmM7nvHjxoppbAViOg2mp+JHP8m5ZsCRFuxiEYptZzn+Fg0qg0/YHcbNKWY6sKgyOhkRRJA7BcraoUD008jxjNpsQpRmmqaOblljM1MziTS6gLevlUugVe30mkwmbYsGSgSAZ5ZCmGZvlCt2QsQwhy0kKYHeu6KznM3qdLlmksN8KcbkwRZgiY8vQ2STC597pdNBkoTEuN/xJ9FV8cSnDMgst7enpKev1mt/+7d/m9PQUVVXpdrusVgtub2+p1WoV3Ni1TLIkACkRYwWjsDOHadFxGCRJRhQciKNIgDaSA1EcIOc5tqUjSTI5YoSw3a5RdLElz5HIJQVZ0QSfNsuQUHAdGdtUkZHwanUMTdwTMjmaImPZBpJcxM1kCZ1Oi8Mh+EpFYpi0Wi0Wi0W1cCw7F0VRkFSxACzn7uXoopy3224dWdXZ+wG27RLFMYpm0O272I7JZCKAKa7rVixRy7Lodru0223ms6VImBhN0RSd49MTVqsVlycXREHI1cvXANS8BtvFlHanQ7vl8Plnn9IfDgj2K5QsQkoCTFPFrJkctgsajsFRp00U+gRBSFpU2aauocgwX0wJ/QDHtDAMC8dy+eCDDxiNJvze7/0eti0UDGVVPZlMaDQatFotPNcqdiIaWRJyfXdNo+6hSTmGpqIZZsF32P/l6Ez/Mq4kEXzLUnZUtowl6WW32xVluZCa5ElazFndajNYblmDQMwJS2nQcDisNt5BEDCbzap2vJTPxHEsyOUFJzLLMpL8K6G90CyKqOJWq1Utu+IkQNd00iwmTkKyPCGKi0wcTaSlqppcOD0CbFPHNnXC0C/SLIWu7ubqTTUfrjgAikR4EFVRHAu6uIKEblp4bq0ia6VpjKapJHGGqigohcwqT9KKkqMoCq1Wq9CV7oVKIRWmiGazLSAyqYjKLZUDhp4ThAekUBxoiqKwXS45bDboqkq922XvCwOCnKXEoVA76KpGnPnEofg57PY+QSxmWJ1OR8y9DzviNEXPxJJus1wRRQGmKRxs5Wu8OqwEUcl1kWUhyB90e9y8vaLRaBD5AXfTqWgZawvG4zGPzi8EUzWKUSUZf7evMrTKMVEZk2EYBqamkkYh2ygkisQiJjcUDvttld6JDKvFFD/MMHQLXVEJo5gkywmTkCzPUU0NWVHRLRMkmUySMB2XAJk0inGaHnm2E5AN2wJZQKSHrSG+7zO7uxM5UDWH2WJVLahqXh2zoFKVy7avK0qAQl4lWvLtdku3263s081mExAEJbFg1YGs+P0S16nj1uxqyVUu9gaDAZqmcX9/XyH4vEaNrt9mf9jy8svnlSxLQSLPxCGexhEkCdPRHYaaM+i0aLoOwWYNSYStK/TbDSzXEUulgxhZLYI9eRyRpSlpmtBuNojigCRKkWURSRJFEbVmnTdv3pBlGe+//26VClsuhafTKZvtljCKUKW8Gpvt93vazVY1NjAMowqrLM+Ob3r9UhymsqyIYK/Npqr4yi17OWesFVvKIAiqdnwyGlcheVEkNnftdrua6Xmex5PHl1xdXVVBYdvttoKPlAuoZrNJs9nk/uGBRqNBGIbMlnMhcC40iuv1mqZXF+1hQSpKo5hcVpBUMXMqb8j9fo+iaZia2OaGB7HJV3MJnwPNZrMi5KRxQrvZquRcnU6naieRhMzJKeQ65cGq6zpmUZnFcYxj22iSTByE7LY7dmuxfBObaSrY9G63Q9MKZQQJaVHRWo4LhwhZ1YtKWma/26JKEAQie8qtOdUyR0YmDn2UPGMf+EShX3QFdW5ubjAtjSiJUAtNp+mIEMHJ/R1ZkqLrKl6zxXI6Yr9Z0euIFjoMAlEFFRVGGfSX5zknJyfVz9bzPBzH4cWLF6Ll/NoDt7xHymwh0zRpNptMp1PRbtbrzGazSrvreV4FRBYzc5k8iUnCgCAMRM6RqiLlIOcZaRzi77dkyCSFIsRyLGzbJEcDZOFJz8XDSehz1eKgdcTyabvFMDWGJ8fV922aOpvNCsOwqntwd/BJs7zg8SZCTidLpEXxUfJyD4cDDmLRWFquS4lcEATFRj5mG0VkiVhwmaZJvdMWD5gsRZXgeNBHkiRW8xlJKH6GSRhg2yaGoZFGISfDQdUNvHr1Ck3TWOx3yLLQPWdpjKYq3D+M0VWF7/7a9/jkk08Iwxiv2cSr11ivllxdvxUHWZaQJlGllBEdo6iKm80mum5yff2W6XhMq9VgvVlWigbf98nyGnXPZTZbEychdpEqoes6cRgUqD2ZzXpLr9fDDw7c3t5WEjVd1ytt7je9fikO0zRN2W42xMX8SymfGFmGLEk4rojqWK2WrOaLyoop1RzCMCy4lk5FZxKC9kbR6iSoqoJfzCI9r069Xqu0ekLA3CKKQhbzGdudsL1RiLfLN+/x8TEPDw/VoREEQqJTvpnLh4Eg8wiNZ3nYaZqQ40g53NzcCPdWo4GiSnS6onWTFXhy+YgoihiPxyiqQq3WqPLLywrcK1wjYRBj2y6Sk0OaVdKZ8kms6yrimSLhFMmeYRgSRMKHrhkmTVcAPZbzBbouwtGiQFTBTuFRlySJMPKZTkcigK3ZJAvFRrXf79PFZb5ccPPqOcPhkNN+m+vbezRDF8DtDKJDyDIMCA57oZqIQ/IsxdJVho8u2G7XyJLMerPBUDU2yxVkOZbjVGCZEgyeJknh19exTYua4wIUeECDzWZDt9tlsVhwcnRMktR4+/pNpfn094eKLk+WoxSYOMcSWsXDPkBVwDF1up0mjuMynsxI8xxLV4hCsRE3DZum12C+XKFIMsQ5EH9lI0aGLEd360hJBpJEEB3Ii/9fEMaMHibUize7YVioqlBrxKFPGKcoEogUYwlUo7I1ly6wUvx+OBzYrtfCVeS6rJdLyDLOT09F1TuZVBplSZJoNdvVQ2S1WmGaYoTw9u3bSjJ1fX1dYQiDIBCZUcXnl/fwhx9+yN3dHYapU3PrHA4HpuMRp6fHnB412W2WvHz+OZau4pg6cbjnEO7JJQlTybAtFyXNmN7dI0mykHUpECMzm0y4vLyk3e3w8PCAads8ffqMxWLGm1evMS0dUzd48+o1N1fX4r4sjABl8VNalMsH8dX1W46OjqjVasKEUKTEBkFQGWC+yfVLcZhmBUFIknLCUMwkO50O6/W6mvuUGtCPPvqIWq1WYcjKhRAUwuvCpaTrOpPJhNHDbSGOF6CK8/PzAoUnCO2yLDOdjtlsNhwdDZgtRLREq9UqtKiZiKwt4BZlFQPgOBaGoTGfb9jvxQFpWUbl+Yesqn5VVWazXuPW7ALTlnI4iPhfEAuyw+FQxVjrul5tGF3XxSkkMV93U+WkxL6QQKVpSp5mQFYc5hkPDw+4bh1NEwsw42se/6jIFSpzpSzL5HAQBgJF1vCaOv5BwGXKeBhdVQj9Q6FMAN/fC0mPLJHGEbvNWrAo8xxNUdlvtuyDn68ANpsN0W5bAFqEDTAMDkwmI2RZZbEQYGWliMcu/dpJkuC6bgVbqdVq1Go18gLWXa/Xq4dYkogq7urqDc1ms/r9dDqtqpavvgr/FQAAIABJREFUO+yyLGOz2eA1asUYQlR4aqCSZeLeAxlFERHgpba4BAt7rrAy+kFIJon8dgmJrKDRm65BePDZBRlxmtKoC0nabrMmiCK0Qn1g2zbz+Vy0557HtmAuKIpCvV4rjCNfPSwFEEfCdW3SXNxD5b1aUvq/DowuW/iSYaBpGrPZjOl0yngs3gPlPNp1xUOqXP7OZiKSOQgCVqsVx8fHvHr1CsuyePz4MfOZiEs5OTlBkXPiLKNerzPs97m+vma12XBxcYEsy4xGI2RVZX/Y4tkN1oslnX4PEAVIlotu9Msvv2S9FQvodrstbOE5mJZOv9tD13Xu7++FDG4+p9frVaNB0zSJQzHakGW56lq/7iIsRycl4P2bXr8Uh2npGimhJqU2shRlp2nKxelZ1bZcX19zc3NDv99nOBxWh055k6xWq69mIHnCyclJVbGW7pjJZFJpToEq/6bTagtM2XyB53m4tsX44b7Srbq2VeVV9QeiAkrimE67XYExrq+vxXbYNJFAbA2LuacqyUiZCLYrX0DTNNFkBX8n3CG1IlrEdWwirVh2HfZ0Wq0qO101xOckVkQcW4wfRkiShGPZ3NzcFHHPEKcSinLg/PycOM1QJOGCWm5XzGazanifJBmKIhctskaw39HvC9L6fDYpxg8SrU6bzWpNnqU4tsntzRW3t7eigrYMotCn2enT6ba5ubkjDsXyQFcVgsOe6XiEksaQx1imxvPnn5OlAqIxGo1EZbrZ8N6zd/npT36CbdvYjsl2t65GHYeDILuXxoXS5nl7e8vjx5dsNhvSNGU4HDKZTIQ6IE0rl1x54NTrddZFRacoCqqsEaR+Mb8WPwspjslysQB1ah7r9ZYsy9FNg/Vyw+nZGftAuLNcr05ewIxNw8bfHzg7vUACbt5e0R8ccXP9FlnVBOpQkrFtlzgOkUgqAHe322W73WKbIv9LZDWpBIcDUp4LiLRl8ebNG05OTpARaFHPE4m1jXqNd54+QVVVfuu3fotmU9h9Hx4eaLe7NJtNTEPns88+AyTiKKTbaTPo9yoLbtkeJ0nC2aPLSvCf53kl0XIdW4B95gvIc1zHIU8T1rsdzaZHGMasVgtho91vSeOQZqfD7W2CoSi4tk2WxPQHbXa7LVFwIEoSDMuk4QkJ3nK5JDz4rDdLbt++EXsVf89hvaXVbnJ0NMS2hdbX87zKZg6wnM/Z7/eMx+PK9LNcLisDT1npw1cBnt/k+qU4TCVJot/tVBVfq+EVpJk1liEcTPcPd4zHIvWyXq9zdDzk8vKSxWJRxX788aefUKvVePz4MTkZ0+mURqOOpit0ui1832ezXWFZFv1Bt+JhlrrMOBG6x/1+x3qzotWo02o0uLm6wrGsaokjAVmS8PHHH1eznTLGeLFYVNCFcqG02+0gFVVYnMWV5bG0EpaHQ5kNVDqcysosTVOazSY3NzfVTEyWi7ltmuIfdrTaDcHrXM1RVAldsaul3sWjSyzLqSoCPwxZr1a4joWhq6yWc/JcaBylPMer1dhvtzz//I9RZYWToz6qqjIajYCcpFAVTPMMxzK5ODut1A8is0vi4e4GU9cxjAa+H7BcTMXPyTLRFYPDboet16m5NoftjsN2JxZuUohri+WEV/jbDVWrSFyOV6fXe0Ke57x+vSKKZExTZ7mcU6+7LItt936/5yc//jHvvvsuIHKMStsxuRD+Hwr7p6Hr5I5DzXZEEN96Q06GXmh2G40GsqoTRhm9QZ9+b8Bmf+Do+JjlZsNms2F4dITbbAnpm2mTJSmn5xdMx1OWiwWWbrBeb0FS2O4OOLZJnKZc396IcYWlomlg6gaaojLo9dnthMA8z7+KB9d1Dds0OBRuodH9XbFMUYiCgO16zWG340WhYHnv2TP6/T6fffYZi9mMRr0OWUIchLQbTbFwKxgFi8WCRqNRLQrX63UlJ6zy2IrIj9L+bdtCx7larZiNx1i2QbvtCdaCrDAZ35EmCe8+e0oQ+IxGI6RckP1TUydPod0ZkGcJD6MRzWYb/7CjWZgZNssV/kHkWjUbdWazCWQpricMMtvtFkPTsAyD4HCg1u0SBUHVuZaHZnkwAxVnoXzfl6yMb3r9Uhym5TwLoNvtVi9kKVYvraXPnj2rtm9llfr1xcJwOBRAhILCPp/PybKMV69eUa8LorxhGMzn8yqjuzz0SkvodDTGNE0G3V4hwL8nz1NUVcf39yIHCjH7dC2TRsMjSxP8nfB/t7w6m43IVk+zBNIEQ1WwbZM4FhAG1TSE/KpgekqSRKNeo9vtVuDo1WLOePLAdrvl/fff57DfcjTsV1vaXMpQFQlFVpAdh/VyyW63I44TLs7OCZOcKBXYtiwTltZ2t1uNSIbDPtutYFOWG2/XMtH6XTRFYjEZF1HOMlkSE0QhUeATBeLNrhq6+PM0YblcUm947PchcRyRxCFe3eXV67eoqk5/OCT094T+nkGvi5QlxP6e7WaFYxpMZ2MkOcdr1FjOF0hhjow43NeLJVa7Tb3usl6vSeKYtDgEkzjGqNfZbjbIksR2s6HdbhJFAVEUcHwsFjz1er16vdM0re4tXderQ2Kz2aArYuyjKBppGuM4Lqqu8TCdYRgWXqtHq90BVWMfhKy3S2ynRmcwJEVs0gX9KcDfH3CsQtMqI7zmRKRZyuj2hkbdIwp9GvUalm1DFhUR0Wn1AK5MG4V6pNRer1arqpUfjUbiYCscV5qmFDrOA7udyEE7Ph7SajVwitgUy7KI4gC39lV2laqq6L1O9X7L8xxTV5FlnTQOme821F1bHDy+ROvyHOd4yHw+Z71ZkiSi8td0idV6gay0hApGEdlpzWaTt2/foqophiGSRY+Ph6Rxxg9/+M+EXtp2cVwbx7TZb5f4fsh+KyR57UaTbreNlCfstzsMTRUOLl2l3W4W4yGN9XrJ9fV1wfWwq+JLlmV2O0GgOz09ZbVasVgsqvSIsiv+RufYN/4K/xIuSQJNkQnShDxNSOMIxzKp1URE7WAwqES187nIgm+1Wnz66aeYpk6r1ajmjGKmWRwS/p5Ws1a1eePxGKCCQ2iaVs0hW60W3VYbdShmOq7rVi6k4wKz1+v1mM/nP0eJKrWfuq5Tq4mDdrlcVuqCr79p41BYVYGKQVA6r05OTsiyjPF4zHg8ZrsV28ezs7PKk71arSqJi+CvBiKxUteqtIFms0Gj4bHc7FAzld5gyP1oXMXrOo6LH4ZkqZj37QpGabuougN/RrfZ5yfLBb6uo2gq4f0tXrNdPdxK2U69Xq8q0kajUS3bGvUayAp/7a/+61zf3BV2PdGahsGBoIhwcR2DZstjPnMIfR9FEm1loy7SEyJfLNUmkwmObRee/JTRSBDx+/2vHj7igFSFsaH4+TabDXY7UfWXGMZypl7aOX3fZzabcXNzw8XpBaZpMp2OWaw3yLpBt99js93jyTopECYpb27fkGQ5pl0jV1SQFPwgJCySR6VMzCZHo3sebm7pFFvoMAmKeXwHKc8KnXANyzCIdiuCICrI9FSVUxRFbDabKsG3VCs0Go3KsFBmQZVuO6DSUVuWxZdffsmjR4/4tV/7NV6/fs2rV68wDINvfetbBEHAeDxmtVpVlsowFMAVtZAKep7HZDLh7OyM29tbrq+v+eKLL6pZvtD8bgTO0jRFRlfkc9gHuIUz7f7+njRNOT46Jc0zfvSjH3J9fc3Z6Snvf/CuUOdMJqhKjusI2WASRziGji5LLOYTppMHHMeh2fQqJYMqi0Xio4tLfvd3f5df//Vfp9/tcX19TZLlTKdT0X0UCEfP83jx4kVVjUqSVJ0b3/T6pThMyYvI1sJbXw6K7+7u+OKLLzg7O2O63XAIxBIqjkOurt6ISrDV4tWrV+R5zgcffEAYhhU70zCMChKt63rxQghOY1nZarLCoNurnEiff/55JQAus5qWyyVPnjypKuGSViQI7H4lSSmjLsrtaCmALm8UyzCrmZ1lWWy3W4IgoN/vk6apWJiNBMz3+PiYLI0qPuahaF0ajQa6qhIrCo5lY9tiqVQvDu40TZlPp+yDQv7iujTebeCHEaPJBN8PMCyTfbhDQRJz50EP3/f56R/+Ad/73l9hMpkI95Vrs15vabaa1GoOcZqzWIhZ8mAwqJZFp+dnWNZXs+TJZEKn1yOKIm6vb/CaDQa9Pn/86R/h+z6uqWNbBpvlirCQmeVpAYfOc/b7XXEo5LhFeqV43WNs1+X29rYyYZRIulJS1++Lf8t8Pi8WLm71IFEUhfVaENfLrsQwDM7Pz+n1eoxHU5GnZdn0uroIwMsV2t0hRycnTJcrkvUGr9Nhsz0gqQadXo84ShiNZ2wPO2zTxLUdJvcjVFkmT2ORJUWOoojlzvnpMcv5jCyNq7eASJxVK1lf+V4oAdIiEVerbKelK690/jRazeowLSn2pf5yu91WEPPvfe97vHr1ppIe6rrO6P6BmuMyfhhVgJ71coVt23TbHcZTod9++fIlqqpycXHBcrmsihHbNul2Hwsuxu11hfMbDo9J8gTXrdNoNFjMV0xm8wInWWO12hBGLwiCgG63y+PHlxwOB+Ik5Obqina7jS7Dfi1MK7brMJ+OsRynMhiUMrLr62u+/e1vU6vV+OSTT9jv9xydnBZRNUJTfHp6imVZ9Ho9TNPkzZs3RTfxlZX8m1y/FIdpWryRms1mtcH3fZ/b21skSWIymZBlGYPBgCRLubm5wXEc6vU6v//7v0+73eY3fuM30DSNly9fEscxZ2dnTCYTvLpbLbJKHZvrupW1s9/p0u/3SZKEzz77jM8//7xyz5Skp36/z2KxqGQ3siyzWCwqMb+o+Jyq2i0h1HmeVxtr13VZzhfVDKcU5+u6zmw2qziXlmVVi7FlcXD1+31ubm6qje/hcMC1xYPBMHQ2hbyl1KoGQUCrOyjkLq/JJYFEEwe88LMH+4DLy0u22y0vX74kjWLW6zX//J/936RpyrNnzwjDkOl0Kmj9DY+abRPGYlG4WCxI07SK252vllVwn2gphcW12fJwbJc3b1+JuIvNBqXb5vTkiCjYcdjvUWVRoYeFYkOWZcgyTs/OmE/Fkuzq6kr825KYZrNRAKtHrNcrDMPg7OyMn/3sZz/3Gm0LsLjjOFUHUUaUACwWC4CCSLVnODgVTqA4RjN00kNAkOQEQUgSZ5iWg+s1SNIMt+ax2fl8+eq1gISfX5BlMZvVCtd2RIpuHHHUa5OlCWmcYNRcgsCvNua7rZDXpXFMksTEaUJ8EB3NarWquoD9fv9z1LFyfl3OgJMkYe8fqi6o7FpKZoRt20wmEzG+Ggx49uwZL1684OHhAV3Xhbyp0Eg3CyB5GSRYjhzKcchutxMb+6JYsW2b+/tbNpsdZ2dnmKZNJuU0O22iJGN/2BJFCbKk4tZFhWsYBsfHp/iRT61mYRwOHA47tFqdxWJG3YnI04Sbq7dYms7ZxQVRIsYcR0dHbAu6XJwKG3i73abb7aJpGj/96U/54osvODk5IQ4jXNtBLRgDMpIYI0kiOrtR90gicU9kafYvOp5+4euX4jAtX5iyLSmzfMqbxbVtnMIZEx0Cnj59Jt4gScp7732Aoih88smnBXIupdcbkCQZzWabpmOx3+/RJBkNmdgPSSUJFYnHZxfous74YcTdwz2r1QLDtqjVayR5QibnqIZKkieohkqtUePh4aGS4jTrXhVDUrZfsixXSyQZqZJtxMWsr9MROLLFYsHOF+2UBIRBgF1oRA8Fj0BTFCzDENENus5htyOJosrB5e93uHYXz/NYrFZCZ+c47H0f2zLodlpIZBWv1dXh+Sd/wGw2w3Vd5vdCR7sYjUTb7thIEnTaHWZToQ7odVs0Gg0MVWa3nmHJEtvlQlQbrRbzxUpU+qqGZbo0vDaf/eRnPP/sFccXZ6iawWKx4uk773L/MEbVDOqNFkEYk+YS7//Kr/Dyi+c4lsXF+aWQwBV23dnDBE3T2K42TB7E8tFrt7B0k/AQ0O/0qi3serGiWW+gKRqz8VTIsFYiYTQw94XtNoQ0wXUEZMZrNESygqpyfnLM/fger1HDdh2urm/xml1U3eCdi0fkksJ2s8W0XF6/uUE3LeI45ezsgjxP8f0DcppTd2uQpXTbTRp1j+VqTs12Cki1x8Noz9XVFY16jWarQxilhEEgQDC6jlWzkVSZXPVZzgV/oN3tsPMPRSKCgKDvxwfyOOCid8ZoNGK5FJ757XZfwaMFqxeiKKHREKmlf/xHn3J+fsrj83M0TWM8FuL6/XZTVfppHJFEObbZZDYZV3sC06wV9K4drVarGD+I7kakoV6JSCDdQDdFweIaooJepzmHzRpDUdgtZkLuZdtMrm4rF9NmtqLrCTXN2ekxt7e34vXfrVE1EUXy+PE5QRDw2//o/xBORz9CUyTSQub0b/9bf53D9sB8Nmc+nojxWRTR6XRo1WsVAnAymYhOqli4/stYQP25eaZ/EdfJ5UX+H/+Xf7ea/5Tko/1+Xy2I9vv9V9k7tVrVIvu+Xwn2yydm+VTPsgxXVyvBeonwK+lMSZJUN8VyvSoE7wlqccOWM6uSELXZbCqHku/7ggT+NY1gicjbbDaiOjj4VTJArVbDtiwOB0GMNwwDTTOqmGDTFEFx9/f31Go1Li8v0VVxGF9fX1cGgHKeVUaTjEYjEYtSzAG/853vMJ1Oefv2qgp663REZERZ3T579ozPPvusisEoM6RKZ1aapjw83FdSE6GbTYuN6Bqt4HIqmoFmiO9bK7zjSZIwvrsnjBLe/eB9lisxnvn+97/PP/7H/6gYrSBkMg2XQa9D6Ac83N3j+yHvv/8uk8mE/UYs9PQC9rtardhutxydnfLuu+/ywx/+sNrGlhV2Kecp7YNpmtLv97EscZiVZC5JkpjNZtVh0moJB1YmFfE4UciHH32bm7sHRuMZ77z/AX4YoVmWUD3YLv5BEOmvrq6o1V0UScbfH7Btk5OjAX/4Bz+i3WhwXPjlX79+zWhyR54WoXlxWIxzjmg3m0g5PBSKlbrrYtsmh8OhuudLhUer1UKVlZ/T4HqeJ5QqhSSs1+tV31uapgJ0owu+xHw+FTpSWzAlkDJ2ezGqqhUpu1/njWqaRppTVaHlzN/zvGrMkxd4zFoxSkmShIeHBwa9PuvtpmLxlp9XjmREmm9WFSOSJFWVdPm1dU1jXSx0M8TsM85Snj59ynQ6Z78R5DXDECM/1xEL4Hq9zt39TaVAWK1WPH78GN/3ubu7I8syTk5OBEWt1+P29pb/5G/97b940v5f9JUDrU63qrjW6zW73Y79fl85ikrYbZYk1Ot1Tk9PGY3uGQ6HlfC9zLovlzVJkrBI48pa12g06Pf7ZFnGosgYKqtJx7JRNJU0BQWp+pzSfwxUh5PvC7JR4ofVrHS9XFVC7lIQXG5jy9lOniUMh8NKclImRQrhdIiqqgyH/YIjcODqQcRIlNtVWZarnCkQG/oS1lLmXt3d3RXgjxPG4zGe57HdlqSsLrqu8/Lll7RazeL/Oym4mvXCGKFyd3fH2dkZ2+2W1WpVzZiur28ErNnzhMBbN2F/YD6f8+G3vl0tpoR86yux/cPDAz/60Y+IogTTtAn8DYqq0OsPsR2r2rpvtg/kEhwCn2nBiD09PaV3NGTrH0h38OrtFabjYtfqFRQmSjOSHJabLU+ePiKOY15fXfPOO+9wN5ri+9eEoRirNOpC7B9GGUEY8OjxMyFan0yxWy2MXKbR6LALIraHgMHJKbf3D0iKSjid0263GQ6OCcMZd7c35FnKcjoVTiZS5uMR0W7NfDxGk3I0Jefy8pLNeo6pqXz/X/0+//Sf/l8EhwN5GlFzTDSJCkMY+nvuV8tKZF+6ztrttpinu0JTOx6POT8/J0kS7u7ucF23kjSVI5h6vc5utyuidMTIo16vV7lpi9VcaE6LEdHXF08lWFx0iiHx4QCyTFIstrL1GklRiAv4ta7rGMWDWFMUYWBxbJIsrea46/W6AgaV3FmZAuNnGlUo5eEQIMsqkiQXSa0KzXYDwzC4ublBUhUeHsZF7HWOohlkwMvXb2k0hETQXi1p1F0++eQTjo+Pq0Lk0aNHQocdBGw2m0rt8f+bmWl5YI1Go+oQKuePuq6TpHlBA9eQC8Tcdr2i3+1xX+SqO44jWufdrmKfNptNAeGI42qzXsquSvLOarUCxMA/ioJKwJ3GCWmxBaw7rjikkxTyHE1WUJBQC7zebrer2KvlTVLyNMsNuKaqNBqtap5V5gOtViuRn1OrFQ4qETM8m824vb2tbIPlMquMJCmXXSXEJcsyXr98yfHpaUU0L+nmtm3z/Plz4jhmOBximoIS5DgOp6dCI7rb7XBdl/F4XD0UbNtGlWW263X1IKnX60iSeEjIqopTc6vRTEnOUhQRhNjpdklyWG92eHUhXzk/PydLQ7brNWEoquWGV0OSVWzX4c3NLWmSsfMDPM8jznKmiyWu18BrtfGjEElVePLsHWGrLaQt9aZo2e8exuJ70w1QNTTLZr7eISsqpu2iGBaO1yJB4fr6mnYu0e4PyRUNrzcQhLFajfvxEtV0yFFodfqcnJxwfXtTHVBpHJHGEaaqIikiwVUmw9QVVssZ3U4DlRQ5z/jJxz/CUGTcZovXL59jqgq5LrPbrgl2HjebNZoiACaqLLELDsxnEzRV3Ee9ThevVuft6zdoilocig3SNAfkIvN+X2lx54VYvXzNJEnCtR0OgV+5CWVVwXJctvsDmpbS6Ym9QBgXrAYgTjPCOKHmNYpoGhWv6VSQlTiOSQLBvZUkiTjNSIvZo9dssyyKhjQQXnvdtNEMi3C3Y7M74OQSjiUypfZ+gIUkAOqqgJKDkP7ppoWmGWSSjFP3WK5W5MDw6IjXr9/iODr1egPDsjnsfdxanf1eWJ7/yvd/gzdv3lBvtNjsDvzhT36G5dSoeU0azSbbvc/b69squ+2bXPIv+oGSJCmSJP1EEoF5SJJ0KUnSP5ck6UtJkv4XSZL04s+N4vcvi7+/+LO+dg5IikwugWlbGJYpZkO2RRiLLCTbEi2cv9/juiL+OPRF+zebzQTQuZhbxnHMYDAoMonEVrnUo5ZIs+VyWcGZhfbOoNVoEgUhoR9gGhoNr0at7mCYYm6z3a3RdBFKFoSHytlkGgbtVoua69JutbAtC1VRMA0D27Ko1xwsy6i81JIEmqaSZSmHwx5FkVFVhTiO2GzWLJcL9nsx9L+4uKgkKqUKoGxdyuWPIL4LW9/zzz/n/vaWpudVYGh/v8e1bQa9Hv5+T+j7dNtt4jBkOh4TBQFZkvDyxQssw6DbbrNZrVALr//Tp095+/Ytt7c3ANXMN8sTfvCDH3B8fMzHH/8IWZaZz+cMBgM+/PADPv/8Off39/SGAw5hgFPzcOwatuXi1GqMJjPGszlxArsgZHByitdoYbo1PvrOd+kfHTNdLMllhYvHT9AsG9W0iHN4c3PLFy9fsdzukDSd0WyOHydc3z8wX2+oN1tkqPSOTjg5f8Tx2SVeu4NVb5CrOvPNjnc//Ba7MCJXNU4uHxFnEig6q90Bt9Hi8dN3cb0GR0dHosLbbPH34qD78sUXGJrCfrciT2OiYM92sySOAjRVONZWywWBvyM4bLk8P8EydBbzKf1uGznPaHl1ep22sOkGB7I0RlUUXMvm9OiYs5MjGkXVVEbThGGMadoosoamGvS6A7JUyP2Ojo4E/ayQ3JVLJcMwSLIcXTcF+1eSsZwallMjQSJOc5IMckkhiBLcegPdtPGabSRFY7Pbs90f2Oz2+GGEqht4zRZOrU6UpKQ5JFkuQgBzyJAwHAfH89ANkyCM2O0PBGEk2KuOi+PW0HQxP3dqHnGas9rsCOOU3SFAMyyQVVTdxLAcoixnt/c5Pbvg5Pyiui+OTs7QDIsMif7wiEa7Q6vbQ7dsVE1nMp2hajrb3R7HrXF+cYllO4wnUx5GY3b7A3GSMhge/X85P3/u+vNUpv8p8DlQL37/3wL/XZ7n/1CSpP8R+I+A/6H47zLP8yeSJP1m8XH//p/2hdMkYTGbVwzFEsM2n8/FtjLNOey31SZ+s1rT9Gpic9wQM5KJv+fs7AytJ7Juzk+PxYb+xefEccT5+XlVoS2XywLiITB+5TxKkqRCK2dULqbSi3zY7wWcRJI57MUBjJYRRWGRvSN0sIKdqhfcgLBYTlDMX8Oq1SoP9nK+dX19XTiMqEj+jYJw9PTp08q7X7Z7pclgu91WI4kkSfjggw8qYX9ZvZaSmdLxdXR0xPX1NXmec35+znq9rrS1g8Gg2tiW7dhnn33GeDrlyZMn3N+LfPWzsxPeee99JpMJV1dXlZOk1WrRHfT55x//iIfRjNOTc3RdZzqdUa/X2QcBm9UUGYkMcGzxps5lSWg7ZRmv1S4o6xPcmke91WZz8AmTlIMfc3FxLBaUhlBQ5Ki02v1C8iSCAJfLJWGSEG739IdHLJdLUV1lOWGc8NG3fxVN07i6ucWy6xwWGxSrRrPV4mE8QpJV7h/GQnLz0beYTEd4bg3f99lut8UcUqXVapJEAcNmjzSNGY/u8dwau9WCp08fs1ktGAx6TCYjMceNYhzH4uxE5NgvljOiMBTGDtPA0jUOilzxa0EmjWMURePs7IIgCnn55WseP35MzfMKOLjLYjlluxcxPo+ePGW9XvPqzVsGgwFOrcZ8tmRwfCT2EIaYr8uSQrPdw9INcT8mKWmWk2Y5QRgVrsCU/mBYdS9BECHLAY5To9uti8VXq1VJjGzb5s2bNzyMJvi+z9FwyPDkFIDJZEKKhCTL5LJCikSWg2nZOHFSzWnLeXAURSDJQI5mGKi6yWS2QFVVnjx9VrifDJ48OebVqzeMRhOOhidFCKFE7/iI2WyG57gcuy7X19dsD76A+hgmzWabel10gyWL4Jtcv9BhKknSCfDXgf8G+M8kMbT7q8DfLj7kfwL+K8Rh+jeLXwP8r8B/L0ke3OdLAAAgAElEQVSSlP8Zm66yJS6xe9vttkhtjPHLaI/AR5UlDrsdh92GdrOBWgjlS3pOeSBvt1vhb7Zt2u02m82G+/v7SnOm6zr9fr8aJwCsN0t0XRetaJJyc3NdRd9qikJSzGzjMCza9KBYIJkoBay5tJRGUUgQhGiaWgmGl8slkpxXZH1JktANlZvbK8aTUfW9yAo8Or+AlAp8EsdxlTsURUJ/ejgIz30p/UnTlLu7u8qjXUqXBKiDapmx2WzwPK+aL4VhWDEO7u7uqNVq9Pt9RqNRdVBvt9tituph2ja9Xo/VasWPf/Izlss1FLPqTqfDxx9/TJqmXF5eomgGq5UYE7RaLdbrNXERx1FzPRpeC2S5igAZj8ekGYS+2N4jC1brdnfAdmpYbo3VRuQ2+SvBrpVVhYwcxylp9DJurU5veMSXL15xdvEIP4xF1RP4pJKM4QeM315xfH5BkiR0u21SNMI4QVV1kiQjSTI++ugj7u7uUKQco1YXzrYopjcccHt3Q9OrE8chr1+/pNtrC32slFOrOWSJMGk8PIjXxLZthsNh5e5ybBOA0BTussVyXqlALMtGkmJ8XyxqHh4eePTkMYd9gB/EzJdLdvsAw7bo9ocohs5oNGI8W4pobdejFmdMF2vsWoNUktB0g+14wsDzSJYbBoOeWMbNBdzH9RpIqsbOD3BqgiimIzGbixmupgtdaprlNJptbm9vGU9mnJ1fst3uaTRaxdw858mTp3z66adousmh2C2cnV+y3+8xDINWuytkUraI81ECsRyeLoTjKctz4izH0AtWaQa2Y4NcJhdrzGZzvHoTTd9iO8JBuNnscGp1GlFcmUja7Xal5/56AnCpQ08Oe5ab9S9yFP6p1y/a5v894D9H8BQA2sAqz/PSNnALHBe/PgZuAIq/Xxcf/y+8JMTSJwkjNssV68WSLBbcxcnDiOVszrbIXC9nqiXzdLVaidwaqCgw6/W6ciq1Wq3qMADo9/sMBgOGw2FF2V+tF6w3QoR8dnaGpiiMxyN83/85GlGv12M6nVY4szIWZTgc0ukItsDt7S339/fF9xpVgGFFUSoKfrkge/v2LVdXV8iyzPHxMb1ej06nQ7fbrWhZnU6nyksvnU+l7rCkrZf/5vJzkiTBtm36/T4gKErj8biCC8dxXC19yjlm+TMtNbblVrdMdq3VhJPs9PyMo6MjXr16xU9/+lM+/vjjKl1AKra65ay7rFRKcfnV1RW+7+N5XnG4uNVG9fj4hCiJkSSZRqPJydkZluMIkr9p4nkNarU65BLbzQ7/EODVG2iqTp7BYe/jHwKWC+HksVwhYzMMgzdX1/hhQLvbqYwYs9mMs7Mz4ighDCKajRbb7b6qCJfLpSCKjSfVCKnUEH8Vq51UcB3DMgsmqphZlpWOoDsJu7TneVXyZ6kSCYKAh4cHPv3008ouenNzw+2tiF8uRzxuvUYSC9Si67p0O33uRg9st3vyXOLJkyd8+OGHld7ZsiyOjo6YTqfc39/jenXuxyMa7Q6yrPLRh99msVxz/zBGUXWyXKLbG6DpJlkuIckqUZyKzqDeoFbzuLx8TKvVIQgibm/vef36Ld1un+vrWwaDI3a7A+v1lvfe/xWCMKbV7nJyek6t3mA6WxDFKav1loMf0u0NSDOI4pRef8iTp8/IconlakO70+Ozz5+z2e5JM5El1Wq1uL8biS2/qiLJMp1uF9d1mU6nlaOp1WpVr5OumbhOnYf7MTVXjJj2Ox/LdKjXGpiGDblMloLr1P9f59Kf9/pF0kn/XWCS5/kfSiLSuTz//uSV/wJ/9/Wv+3eAvwPQaLdIoz2b5ZwgCKoWezqao0oSjYZLctgJEbJtI0k5lqETpwmb1RIZ2K5FJlStVhMwX8THLFfiad9seXS7naKqe+D8Qvhzo9hnOBxU29Ptes2Xz5+j6QqPHl+QxBmTyaRye4RhyNHREUEQ8M6jxxiGQc0S2T3Bbk+w2yNnObqmiDC4KIJM5HOXm9TykCnTBMqFVfkGK5+e9UIPuV6vKzjD27dvWS6XdDotNM2oBueWIZZhpm5URPES1xeHERdn51XkxXA45BD4bNcb2s0WaZwgI9FpCbD26P6BzWotEk8tSyx5fJ/721vxsDFtFgsxp/2b/97f4HAIqHl1gigurI05mqbTaLbxwxjd1Fksl9TqDfEz0A3ubq54+eUr7m/FJlpXDWaTGZeXlywXokrwPI9+z6bmekJ+pQqbaJmVVDrRSjRcp9OBTKLb6aAoS7ZbH1nK8cOgkJJpLBYzlsuvjCFPnz5ltVzzO7/zO3Q6A/r9PuFeKEnangtSztnJEYcwKDScW1RVZ7FYISNGG1KeVuAP3bJoqyqqDLPlnGajxdOnz7Asi7fXt1zf3jOdL2i2W8iSTBKFdHpd8lwSvvLbO0zT5KTXFeGGGbQ7PT748Ff48U9/Sq9/RJLDz/7oj1ENi9lmw+P33iOTDQyngW57NLtHlYHj/Y++W9y/NbbbBY8fn2BYBj/60Y/YbDa0O038QOwlXnz5qjKYpJmEohrkKHgNERd98EWU925/IEkn1L0GzVYL3w/Z7nyePH0XPwx58/YVWZbR6vXYHUIM0+G9Dz4SMr5MotMbIqsGXrPDYrPi6MxgvVjw2YuXWJbF1d0D/9pf+zeZzWb8+Mc/5jvf+VV+7b3v8vb6pmAUFB2hYRPnoFkuzWaT0WyGslzTarVo9XrEvo9Tq+PUxL05mkxFVarprLfC0nwIwoJt8JeD4PtXgL8hSdK/A5iImenfAxqSJKlF9XkC3BcffwucAreSJKmAByz+5BfN8/zvA38f4PTyIt9ttuRphle0UuvlijiOOT09raokXVcxTb1avgThocpBgq8wWmWyqSRJ1Oq1wiUi8rS32y2WJbbZ7Xabfr+HYRhVNZvGoqorKVMPDw9VBTwcDjk+GRKGIgSu3GCXbqaSF1lGPgeRX9Ch3Er7GMdxJTlRC2ZnGPokSVShBC3LZDgccnt1zYsXLzg6Ovk5tJ9w+IiKs9FoiGjhAlhRq4kUxs1mI+Juw5Dtdls5T0p30OeffsZ7772H67rc3d2h63ql7ZMkif1mW7FbLy8vRcVpGGiazmazYzgckmQQxylpnvH2zRWZBO+//z57fw8IKcqbN1c8evSEKE5IErF936xFnlCr1eLdd54yGt+TZRlNr4GhmdTcIoqjqMpmSSJC4ppNpoU+dDETnUSv02e73qFIKv4+ICxek4f7eyRZx603CvWEzGIh2J1hGNLtdpEkhaurK0zT5N33nvFw90AY7Oh1m/iuSb3msFpuiIIQFamqSD2vRpylxSLFZrVasAtCDFXFMk02QYBlmJydnZHnOZ989im9dodZYXAQaooZjmVW7rrSFhnH4+rBqusmqiaCJCVNxw8jgjhiPJkhqwpGKcWbzmi2+4RhyCHMuL4T9s/hcMhJe4CkWth1D9OtMV2uOK0d0x0MqDUavH79mh/84AdCh5umuJ5HEme8ev5l9aBSNAPDcojTDD8MsN06g8FAdIdhVKUjIMvCgZgmJEnCo8dPxfd0OBAlMfWGh2borDZrFqtlsWsQ8GnP83j69GkFeH/16pXotIDFasmb6yvskrGqihRYy7KQUwnPswoGcrd6rzYaDfqDAa9fvxbMAUmi2WqJri4IQJKo1esoxVlimuaf//T8E9ef2ebnef538zw/yfP8AvhN4J/kef4fAP8n8LeKD/sPgf+t+PX/Xvye4u//yZ81L5VlCcvUiaOA6WREmkR02k26nRbNRh1FkQpyk5CP9AddJDnn+vq62p4mcUgcBfiHHWkSYVsGjm0yHA6QJBiNRlUb0Ov16Pd7uK6YNV5dXQkISpHxniRJEVInrKBHR0d897vfFSDjMOT09LQgqgsCjiTl+L7IdrcsgzD02RXE/jLIrWSXlsFdJa4uz3OazWbFU5UkpRJYS5LC8bHwE5eHT7/fZ71eEwYJ9ZpHEqfohontOjx9+pSjoxN006TZatMfDMlyOD0Vrblpmqiqyng85uTkpHpIybKM7wdcX98wm83ZbndIqpgptTtdLs4v8ZotWu0eqmYQxilesy0SVUcPVfLrdrvl6uqqkrrleU6r0RCStMBHliRm0zHb1Ypmw8OxbG5vb9EVld16RbfV5uH2jvDgc3F6RhrF3F3fkMUJjmmxW284bLYoOeiygqlq7LZbJuMxXr3OUTH3Xc7Fs/vRxXkRGy0yqvzDgUbdY9Dr49oOF2enNOo1QWTPM1zbQFOgUXcwFInFZMJuvcArHlCqKtNo1Lm8vBRvPkXGtB1QVLYFUHq7O1DzPJbrLa+urlFNi16/zz4MODk7xXLsanN9iGM+++I5n37+BVEKqmHy0a9+j3ff+4AcGa/Rot7wyCV4e33N4OgYSVZZroXGVzMNesMh/aMhk+mch5FY2CmqTrPV4fGTd5AVDT+IePLOMyRFJUpScmTCKMGyXQzT5tXrt7y9uuHt1Q1fPP+S8XTC3j+ArKAZJmGc0On1MSwbRdFQVZ08l6qiJUoyhsen3I/GYruf5mTIfPLp58wWKwzLYb5c02x36fR7TBdzRtMJm/2OLJfY7g4Ypk23N8APIl6/uSJJcxbLNb3hgHarw3qzZXh8gqobKLImHkx+yMEP2O0PhFFMDqiahqxo9AdHjMcTsiwnSVJWqzWr1Zpms8V6vSHLREJrluXsdnt8P/jFTsw/5fomOtP/AviHkiT918BPgH9Q/Pk/AP5nSZJeIirS3/yzvlCSJqy3K+qNGo86l4DIZFc0HeQcx3E4Pj6m2fLYrjfst2IGN+wPBCM0FsCI0t1Sbq+DIKg29/2B0NwhZSRpwm6+q1xUsizj1eqVGUCSJJbzKev1Gs00KtdGSYK6v7+v2vSvC5JLt1YJ2ah59Qo2UeYS1WwR4xvsDxi2cNSAkEaFUYamK6iawWa7Z3fwsd0a/cERd3d35ECSyzQ7fSRFxa436XRErEMUBcTIbItAQN2yefHqNaapU6vXkSSJ589fMBqN6Xa7mKbBaDzh9va20uh2C52l7bh869sfMZrO2O/3fPr8Je1uh97gmPvJnOvr62Kum/O9732P169f0+60GAz7Qr4TiXTRIApZLxfMpzN6vR6yJuJQguCAlGeostBAxlHAZr1GkqDhiuXWJz/5Q2zb5mTQwzGEBrhWb7LfqXTaDVRF0LmuX4/wvAaOaXB/c83t1VuePvo3MAyDyWRSwDRCkmJ2XYIudF0XM9xAVIpxAo8fn+PYpezuwHq5gSxFAfqdDqph8Omn17iOhSZLZHEiZvN7n5pbR7drvH39iuFRnyjJOL98QpJJ3E3nWJbFIYjZ7gNOLh4RRSGj4j569E6PZ++8y8uXL3Frzv/D3pvGyJKl53lPrBm572vtVXfv7pmeHpKjJjUUQdqCJMuWDcMADRgWDBiClx+yBdsi/40MGF5+WRK1WDAsyZYEy6AocIEFWR4OQQ05W89093TfvmvtS+57RkZExuYfJyK6hxqSQ/VIfa/cB7iozKisuieyIk985/u+93mFbrzWJp0VmnpzueJq9JBcvshnP/d5XtHTXHdvuHV0m8ePHzObz7npCrvj+/fvf4hpxMUPHDJZnd6wRyZjIOx/ZsynM8b+hrt3blGpVNg4HuNmi7OzMyxzje96KBK0GnWm80VS0Gy0mhFaT6bRahMEAWcnpwmd6ujoCDnaUcSFzZubm+SzqKdU9vb2EiJbEAQ8PzmjPxxTq9X4o3/sT7D8B/8AZJVXXvuskJKmjASrmc2IvuabXh9VTwlftaivPC6ArteiA6faqOMTcnx2yr1798SOZjKhVq/R7/fxwgBFFz2yP4wC1B9oMQ3D8DeA34genwA/9n1eYwP/3h/k90pIZPM5ETnpokBjZCKL5UAk/FVNptvt4rvC5zqfzycWzDEY5KNIrZgMJFqZhC2xoYsFVpFFY04uk6VUzCfFhXQmhWWbWCthItdstgFQUMhlcuDDZDzBXJqkddEPu4jgwEEQJI37hmGIYkOpmBRfChGKbDQaJR9qP5CQJAXH9nDcNfV6A0KZjSs6E/IlUR1WjSyqIRbhna0tYZ+hqSwXK26GU3LlKuv+gJvBFFUVqi3NUGltbTMdTxjNlkzGQ7JFwQyYrUzyksx0NscNQpB1KrVWAv5tNpuk8yU2vRGD8QwjWyCTK3Fx3RNQj+1t5vMlxWKR6XjCg3v3cV2XJ08ecTUe87nPfQ534/Le22+T0g22trbIpnQUCayNhWutWE1FJLC/v49tmgwtCz9wGa2WuJs121tNwlBgE83VhEajwfOnj5jOZxRygvij6zr2ekU2m2YyFq04pVKJ997/rsACVoS1N8gcHx+ztdXGcR1urq7EwhJ4bLc7lMtCULBYzml3WixmC7q9a3Q1hSyrLBZi2zhfLpAlqJUrrKw1q+USVdMII1FHKMl8/ke+EIHJ+/ihwmQy5c79Vzk/F2mQV157FXfjM57MaG8LfbwsSTw7vSCVyQu0n5FmNBqRcX0CSaW1Jex0lsslH3zwAY1WG3fjMRiPKJRLuIFPoy62sLmsgW2t0AyNZ08fcXNzw6uvvsrpybHIJcuQz6W5c+uAZ8+eUcrnWc4E37VaLmKZVTKZDNfX12zsNZPRgO39o6R7JIa2S5IkrMFVjWq1TBB4tFoNXNdBCYLEj2k46gtuqufg+Rtc0wECyuUiT548Yf/gNkEoUSwWeeutt8jksrQ6bUAmmy8kOXsFBdveoCgatr2hUqqQTglKWcyzTWcy9Hu9RPSz1Wpx+/CQV+/f5/nz53z5K18R+fUIQj9fr/E8j2q1Sicq1n6c8UIooDRdo9PpJNYKi8UiaTOKcxnxIqlmMmTTgpwUVy7j6nrszROrixzHYbVaoqhSgmCL8WTZbBbPDUhnPnT5dByH9XKVSMtiNmbcNF0oFBL9uWjx0ChVyqi6xnA4RFYV2lsdWq0Wjx8/5vT0NKFbxX5VsUV1Op3GjZwSLMuCUCabyeO4XnKHT2fzwlwvlcG0bGRFJZMtEIYhF9c3eJ5Ho9FgZZqsNx7mYkmjUaNeqTObThiPr5O78c3VFeVykXq9jmtZ9MYzDD3F7sEtMpkM3W6X3cNDstks9Xqdb37zm9i2zcHRbarVKsfHx/QHQ+r1Op1mjVRUkJNCHyn06V9f0b++EpJGc8XJyRnWckGlU6TTaPDw4UNC/0OClu06kX30GEVRKBWzom+4KAo5g/61MEnzNxipFLIUEAYu21tthoMbsrkUqqKjKBKlQg5nY7Gzs0MuN2dtm1iWE1XbP8Qe+v6HGvDYJ2ixWEReYNBob3F5ecnlxRX1ep2tzg7Pnz0jnU6LnuPZnJ2dHebzGctod6RHnRaeJ27yvV6PlKFDICVQnMCHSqlKMWdweXlJGIZ0Oh36/T71Wo2dnR3eefu7kXOrztqcsbYc7t57QG/Qx/UDCoUShpFhaVqUy2WmkxlyiHAHsG12d7cjSx9RoGy320BAoZDj+vqStblCqtdI6ynMhZAht1st8tFOaz6fJ7naZrPJwcFBYokcWwAJFmuJcrHA22+/TamQZ+o4FPNZQt8lbegMh0OMdDbxY0qlNIHJ9IXdjBFhK92UTqNWZTLoipw2ITvtFrPRkHI+x2y2wHdsxuMhuVwOQ9cY9PrCKmg8RkGi3Whyfn5GpVhkY9toskz5I2aXtmVRLpVI6TqHBwcYqVTCZx2Px/z2b/0W9+/fR1NVRsPhx17HXojF1N24dK9vEqxYzB1Mp9NJ60+crNY0jcVsniyK8VY7voPF1idA5GIqfH8kOUzQeOl0GlXRyWUNNq6dQBictZWwAVRVj/pDZdLpFK67iejlSyBILrz4Q3l4eJgUb2azWdIiJOASoo9PVdUI+qtgmhahJKGqohl/e3eHSrXGb/7mb1KpV1k7NouVaMI+Ozlm//CIO3fucHUpYBjz5Yr9vT263S6TiWhk3js8QEFitVpTqdawbAcjnWLj+ezfSgtwhrNh7+AQ0xJkd1lLMZmv+FP/zr+L53l8+ctfZm3aiRRxtVowGQ2EsqnRQFUlBr1+0tdbqVToXV3xrW98nTt3b7G7tc3Dhw85Pb+kUqkw6t/wtcmYYjFPLpMmDDbgO6Q1lVQ6jb02E0vrXFYU5WJ77yDwExGH67pkc6K5ejAYsF6vqTdahGEYNaKnOTk5Eb28Uc9vJpMhpadZLIQIQValBMdWKpXodq+RFSEaCXyf88tLDD1FZ2cbVRI36WKphKwq2BsHPwi4/+ABz09PGE5G5AtFbt25xWq14t133yWla6iKTKtW5eLigmG/y+7uLqoi0Wk1GPeuGNxcce/ePXRNpphL4zk2D7/7LilNZXdnS+TDpRDDqLJcLtnYFvV6lfl8SavVwjw95+xE3KSXyyWLxSJCLV5w//59DEMwaIfDcSR+cWk2K1Sr4u85nIyRQxIjyulshm07bG1tU6lUEr+karUqtr/TKb4UUigI+6DFfEqr1aJaKzMa9MTfeDjAjSK8WrmMGwSYq0VUUBVM2o1jc3L8nKOjA1RZ5uLsFN/3+cyrr9Lv9wkChx994zUuL64x5ybNahHJd7CtFaVcBk0BKfTA9ylkBFzn9OSZaJ2KgpW4H3t/f598Ps/zJ485fvaU73znO5immbgKV6tVtre3+emf+iNJIU35fj1If8ChfOlLX/r4v+Vjjr/y1/7ql/7wz/wRAj8gl80hRZpcI5XCsR28UFg+x+0sKUMcj1uNPmqGFfvTAFG4HyXKHSsBoogIVagt1mszgZFsbCfRMou+xjzrtRl1EugUCoWELB4EQmUTRyVxnir2aL+8FNLLuE81lvj5vkgplEoljOhm4boufhAwHA9RFRHtuO6GbDqNoikYRhpFlimVy5jmivPzM6rVKmEYYFmCnJVSNcFnjIpnlXqdUrnEs+fPCULI5YU9hqJqwovdC9D0FNlcnp29HRRZ4epKeEydXZwzn4xI6TqtZpPTkxOqlTIbx2Hj2Bwfn0RA6jzvv/cuiqLw4N4dspkMDx++h2GkIQzQNZ1qpYK1Nuk0Wzi2jbuxaTWbjCcjzNWSbP5D11XXdRgMxHb98PCQ2WxONjJtE8Z+E1zPo9PpoKoqpVKZ8VgILTJZwQA9unVAvpAHJFRNFCsKxRJPnz6l2Wyzu7PN06dPI1p9EVmWhDIrYrbajo2mauzuH1AqFhmPxmiaiqbpWJsNnu9zdnZGvlggW8zjeh6rtSlsqmUVy1qxWszp3txg6BqVcgnCgGdPnzDsX3Lnzh1GwwFGysBI6SiywnQ6oVqtYFlrKpUymqojSSFb2x2yuRy+53N5dQ3A1fUNy+WSerNO2kgzmY7xPJdioRgFIykMI51YOJdKJXK5fKK+q1arlCplbMchCEOy+RyKqtJoNtE0I5FXpow0zsal2+tTLMWtaaJuYFkWoecBIc2mUH4VC3lsS8BDNEXBjIQ2i+kMc7VCkgI67RZhEBD4Lrs727gbsVhCwGZjs16ZfPDB++iagrvZ4Psenuei6Sqz+RRVhkw6FTlLbNhsHDqdbXEDlSRUVaZYLJBOG6R0jW9/+5t0uzekMwadrTae51Io5tnZ2ebs/JQwDJBkyGTTuN6GX/4//k73S1/60t/4513HXgwE3/5u+F/+hT+fmMXFX2Of7tj07qNupXGzdNyXGVfJ05FfTkxmyheyicXDbDZL8Hhx2sAwDKHXdzYCM2ak8V03of37EdRhtVol26GdHSGPixvll8tlopRqNBrJ/EqlUpJLNU2TIBRzjZvnNd0gCEBLpQAxn0KxTLFY5OrqCsvxaDabjCYTUmmBJfPDkHq9QRCQEJo8N0iiEEmSBKt0OqLf76KlxE2g1mwwGg0YjUZ0Oh2ajR3e/c7b5PN5bh0dcXZyzOnxMxQV2s0Wp88e02q1UBQJXdOigoKFoekQhgSBuIGlUikWMwHK7rTa2PYa07RIp9MikooEBrZtR5AUKaESjSaiub1YrjKZTZO8N4ATWcHs7+9zeioKHNVqlWZnm5OTk8hcMcX+/j5GJkdv0KdcrrLxvKh9rMHjx08FFDydo9aoYxhim91o1KL3X+Hy8hLDMNjb2+Ps6loAcEKYjMYRXyETsXNdZEXj6uqKfKlIqSJ2PIvFIil2btYmW1tb+BuH7tU1xUKBXDrNzc0NmqKiKJvkZhcTwJ48ecLu7j4HBwf0+30ePX6MH8LStCiWK9QazUQ8YjsuIBCDqq7Rbm3x8OFDHM/lcG8/EWRsb2/z+PFj1us1u7u7wh0hatcLgdlsRiafS/pz+/0+2Ww2sToJwzDZeWUyGVxbwIHqtRqC2x1w/+49vv6N36bb7fKjb3w+ii6DxNHC8dyIJSDQgK1Wi+VyycnJMffu3WNlLjBNk2ZFiFI2mw2TySQpSsWBy2g0imogJG1UIm8rUnBB4HPv3j2CIEg+4+12O4EFDYfDxG01ti8pFotJJ0vMu6jVavzx13/kYyH4fmDQyb/IETepxxFbp9NJcHwx1Um071iJNYemKIkrYblYJJ1KkTEMzOUSc7mkmM9Tq1TAD1jNF5iLJYHroSsq88mUy7NzxoMhaT1Fs1bn6OiITkswQhuNGqvVgvPzU4b9Pu+9+y5nJyeYyyVb7Tb37tzhlfv3OdjbYz6dMptMyKbTGLqeQEUmoxGL2YyriwuW8zmlQgHbXKPJCoam46ytiGSlcn15iesIyrm7sbm6uqLREFK/b771lkCKZUSElkoZQjbY7yd9onGva4w3e/LkCYqicHh4K0H0iX5Tk872Fn4YJH5Y0+mUR48eRhi3DLVKlVRK48G9+5jLFb7n4axN7NWStKZhpHQ8z2U8HmObaxQpRFc1bh8d4vviA2SkVVKGwmB4gyT7ZHMpJNnH2ZhUqsKR1DSXSGGATIjrWHiRVLhUKCKF0I7cD/r9vgC76BqNlujJvLm5odPZ5s6dO6Sz+QjqIQAwwvZ3wfn5OYeHh4kwQkbCXlOE7qsAACAASURBVFtUykVKxSLbW20sc40iCfziemUyHA7JZ7KEfkA5UsflMgaDYY/JeIiEx+1b+7QaFczVAlkKmYyHOPYaRYb9nW00WcJ3HOzVCt+xmI1HFHNZzPmMdr1BzkjjWjbWckX38pLQdek0apjLGY8efhdVkQhcm8++co92vcJqNsGzbWFeaC7QVFibSzbWGnezxnMtDne30FSwrSWeaxEGGzJpjZQu43s2ge+Qyxksl1MUGTJZA9exuLm6YLOxKeazbOw1+WwaVYbe9Q2L6YxMykAKQtKGTjZjMB4OGPS7XF6c0bu5QldkWvUaG0fAyFO6yuuffQ0jpeGYK+zVkuePH6MCo94Nx08eUSnksc05o15X/M3xsZYzqsUcuhxizif4zpre1TnL6YhSLstyPkUKXVKagq7KdFoNNpbF+ckJ2XQKVYZ0SqNczHP87AlnJ88ZD/u4jkW9Wub20QH1apnA23D39hG1SomNvaZSKvCZVx+QyxiMBr2PvY69EDlTSYJ6tZxU4VcL4XsfuyYSeBjpVKJCqpaF9lzXVRRJpt8V8s1Wq8XOVgff9zk9PU2KAjdX1wk4YTKZUK1WuX10S1g0GCL6XS2WnJ6eUikVOHn+lDDyJ+90OhSLeY6Pj1ksZlSrZfr9Luv1msePn9Lv93Ech1qtRrvdTtxQ8/k8Ozs7FAoFHMeh2+2ytbWVWIE0Gg0USeb502fcvX+Pw8NbnJyc4AUhpVKJm+tL3v/gqdBw5wt0u11hcRHlE9tbHZ4/f87NzQ0H+0e4rpts7e7cuUM+n+Xho/fZ3d5hOByi6zqf/exrDAYDFmuL49MTQaLK5qiWimx3WizmU2zbFjSu0YjtnQ7NWp3pdEzgeyIfuxD54HRKo9VusN3Z4tGjh2KbnBN9o5lMhpSm4zobQj9A03WkEAq5PKEvLLh938dIaUwnI/KuS8YQ0YkPlIt5HGuNjNhpNNst5vM5/f6Ale3yY2/+uHgfB+OoIdyPVF0OS3Md7TyUBOqdTqfYuHakMNugKBKTyYherxvhDDdcX08oZNLMZxMUSSaXzlDKCRZCRtcoRqT6i34XVRc7omqpSDmfI9g4eEHAWhOA6ND3qddKLOdzxsMhrUadVrPKfD5js3EoFgvMImeEZrNOKqVhTkR+1HEESOXt7yzI5fKkMzlkWSV0bYrZDOvVgk5DwL7n4xGfeXCfyXSMtRQRsmmarBdzXGvNejGHUpFSLstiPsFar8ikUywXQjxQLpdZTIccHd4Wux53w/7uDsN+j2xGZ23Oub6+5t7duwQbh2pkTvnw/fe4OD+hXq8zn8+ZjAS2cbvT4Ztf/63k+k5nDZrVEv3rC/L5PIVMCjlw2ZgmzaroPx7cCFCzJoFjrlAJSWsqlUIez91ghT6TYQ9D6+A5ortAU2RSuoymwmw0wqrVuHv3rjCinE7pIYq6n/3c68xmM1Yr4QxA4GOZIvAIPOGRdn56QrcrimAfd7wQi6kSEY9iWpLIWRYTin3sRBgriHK5HI1aHSB5o2Jg8gcffMBisUj6T5fLZQJ/lSSJ/f39JC2g6zoEId1eNwGk+L6fuJl2Wm1c1+X4+Jhiscjdu3f5xje+kXg/+b7YkuTzeTRN4+bmJrGNLRQKPH/6jH6/z87ODrVKmfPTM7LZLLVKFUIfZ2Nx9+5dNrbD9eUVqqoyuO7y8Lvv0d7e4vbt2+TzeRYrU+ix63VSK5NvfvObEQRGLKwb12bjCEsUAQ7ucnEpNPCz6Zh0VmxVH7//ED9qN6qWajRrVVzbwrGWtJoNFITfz2I2p9aos16vsTYW1WqV2XzKcDzEMIzE1fPy/ILJaBj1/2X44IP3Be4tcnrUNC3p+y0UColpYuwoKkkSW602y7XJ2lwmBHhJkbEcB9d1ki6J4XAEwBs/9iabzYbHj55Sq9UoFEp4gU+uUGQeQZL39w9Zr9d0u11R8AtC3I2Dpqrk8gVyuayw6s5kSKU0sukUrUaN6XzJ9eUl5WKJtKZRL5dZzedc92/wNhapTIqUGhIGHpVCjo25RPJdFFnGMFLomkKmXKR3c534d92+fSDURZ5Dpy1cdr/ylS9zcHDAzc0NzeYdhqM+/X6XdEZD1w10TSh89rc7NJttHj58yNX5CXfv3mXYG6NJYqfmBT6TwBG5SXPF9fVlBFiestmsyGY1NpsVkiRsqCUUHHOJJoW061Wy+SIPHz7kYG+PtKHx1ltvcffuXe7dvcXFhQAo7+/tMOoJ9wddU3Ftk8Db4LtOFEU62JbFcj6h1aiSz6QwOsIgcr2cYagSpVwa33PIGQaKKqPIIZWIiGY7wvfLdixsR5j8pTMGuq6xWIre7YyRQpFgY60x5zN67oZ6vYm9KrBaTBj2rynm00wmE+bTIfZ6gaZpXF6cCFeMtYnWqHD3ziHWWigDF/MxnhsiSz75nEHa+PhL4QuxzfeDAM91UBUJTRU9oKoiiS2P75LPZfBcB9syaTZqlEsFQnws22Q5n3J5fsrl+SmaIpExdBzLRJFCKqUC7WYTGZhPp0zHYyzT5LVXXsF3Xb79rW9xfHwsCjiaRrNeFXlISUYKwVwvGQ9HeBuXrXYH3/UIPB/f9VjM5rjOBl3VuHV4xNHBIZVSmf3dPW4dHuFYdiLFbDQajEYj2u021WoVTVfY29uj3WiyXok//HQ6Zjgcks4Y7O3v0mm2hCmY65JNi26BbrfLL//DX+Jwbz/xRt/Z2cHzPArFHIvlhP7gGl2FcjGH66xFldLzcMwlGV1lPZtRzecJXYvFqIe/sWjVK1QKWW6uLnn+9IngazoWRpQ3e3ZyjKZpHN46olwVuv/lcomiqTSbTXK5HJPJJBFXCJ35klQqjWU5LBYrSqVKRBXSyeZzCQ5QUpXEtz6Xy2KaS26uLjF0nUIuL5RUvjCSOzoSEXjcY7perwkIk3Y1TdOYzQQdTJZlofrS9Ag2ImPbaxbLuWg3UyQURexW4jRTsHFwrDWGrhK6G/yNheesGXa7mPM5vrMmpYCKz3w8wLVWFDJpluMxhqpgmyve++53KBRz7O3t4HkObuBRqpZxA4+bm5vEsBFEDtDzBVTFczYUsjlsc4Uqwd72FpY55/z0GdNhj7Sm4NlrqsU8gbtGkwIqxRwba0UpnyFwHHRJol4qsZ7PmQ2HZHUdz7I4ffoUyd+gSQG+s8ZaztAkWM5GFLIplrMRg+4lr792n+dPHrJezMnoKs1qGcdc4rsOlVIBRQrJGCny2Qy+a3Owv8vOdofAd7m+uuCf/uZvsJhOcNYm3atLht1rZtMJpWIBVZGxrRUyIbqqsFrMmU8nIMsYmQyW47DxBJDd9X3G0ymKppEx0oR+QOD5pI0UuWwmujFK5HNplDDEMU3WiwWv3L3LT//kT5JNpbCWS64uzinkstSrFQxdI6WpWOaKQa9LLpPGdzeMBn1uHx2iq8rHXsdeiGr+X/qFv/ylP/pv/tGESu95gm1YLIq+yFgfXygUEqdSXVEZD0eJ98/u7i6LheBhxvYNosgk2KS6rtNut2m1Wnzta19DURThcRN5xnc6HTYbB0NPMR6P8XyBPRuOBrz62isslwuePX9Kf9BL7pyyrHL79m1qNQFQia2g4yR5q9VKWoiMKJ0wmY4SnN5gMBRN/KrM7u4emq6x2YgCgOd7XNzcCMyfqjMeDdk4Lvfu30PTVGxnwxtvvIEsS7z11rfwNjaaqlLIZ1iuFtjrNZ12m6urM6zVksloxMa2yRlppMDDWs1JpzQUOcRzbXrda2Yj0f7key5qZDUMIdVSGcNIYVk2k8kUXdEhlMjls3h+gCwpaJpKvdEU2v3lks1HzBHN9ZpsLoceFRq6Nz1SKYNqtcZqtUyEDbu7u9iOUCoVSwXkyBpZkmU812Nlrri4uo7cSIWxWqVcISTEjmTAftSlEe9mbqIOhXKpiKaqOLaNLIVUKxVMc0k2myGXy9Lr3jCfTshnMqR1HTkMWcynjAcDzNWMSrmIZa1ZmyZbnTar1YLlbM5kNORwb59CLse7775NLpsjk9LxPZejw0PM1YJnx89QVJmt1lZE7NomnTai92ZFqVSi1e6gyBKXl5dUaxUO9/exLSsCR1s06lXazTpf/ae/yXq1QCJkNBxw59YRx8+ektI16tUKs8mYy/MzdFWhVMyzNpesFnPSqRSyFKIosvBVmk1YzOZst9vkMgI8Mx4OONjdp92sU8xn6V5fYi5XdLbaXJ6fM+j32N/fRVXkpD93sZhzc3lJxkjjuS7LxZyUrqPIMrPxhFwujarIKLLExnGQJYkw8MQ1psggKciSROD7KLKMqojn5VKJXreLEjEIVEVhNBqQy4jfJxESuC4bb0MqpaNqCucXZ2w2DuVKiVKpKHYlgLtxCHyfq8tLHNtCIiQMfIxUmkq5TBgEmKsVv/z3f+ljVfNfiG0+EdxAmMxpSeWt3+8n+bW4Sp9JGYSen0g2Y2va1WqVWIbE6DKxoCpJfuijJmCe57G3t0e9Xufp06c8evSIQiHH5fkF84XgN25tbTEejzk9PWWxWNDr9fjxH/9xBoMB8/mcZmMr0aELpY3wiZpOp8zngl4TQ6en0zGHh4eUK2IO/X6fjety//59pos5b731FrKqUK3Wmc2EfXGjuUWxWGS+NKMq8Iabqyn5fJ5iqcz5yamQgVYrkfpKYWenjbMxWc5XfPDofWxzRblYwl67rGyLtK4g+T45Q8e2RZVdl2tIvk+5XIysW9JUypUEHxd7TcWFLqNcIZ3LMuz1SWdEm5gUErWSCaiFbqSEAVraIJU2WJorptMpW1tbGBnhLCtJElvbu+zvq5yeHmOaJts7HaaTOaEkUjiuH+CHIc1mC8/zyJWqka+VkP/1ej2y+RzISuJ7FBOcnGjb6Plu1JbmYttr0e0wGUZ+Q+skxVTMF8hnczx9/AHplIEfuIwHQ+4cHWHaFp4rmsGH/S4qIagK1nKDY6/J6BpKGLLb6TCZTMT/5264uLggpSqUSgWmo7GoIN/KMhgOhX+RJDEbTxgOh1QqFYIgENjA01Pms4kQs+CzNhfMJmnRG71xxPY0m2LQuyKfTTGdTpiOR9TrdZr1zzIej+ndXOM4DrvbW9zcCA5Ro9Gg1mhyfXlBNpOje3PF1laHcmQZTehzeiLs0lvNOp4XMJvOIjyjzHw24+bmhmw2TSZl8Oj9h2QyGWazmaC9qcITrZDNUbld4OzsjMViIf7uhk4Y+ti2CCZUVUVF+R50Y8wkTux+IpxeDCr3PI98NpNY9lRKZcbjMZVSOTGwHI/HSQfLZrPh8vIy2YHEQCLbtnny5Bk7Ozt0Op3k/fk44wXZ5vvIqoSsSgT4rNbC7CuUAmqNKpVGldV6yWq9JFvKYWQNHM/BttdAgO+7zOfTiHBvIsuwtdWmWi1zeXmOqsqkUhpnZyecnh5zc3OF77u4rkO3e4nn2XS7l3zrW9+g3qxxdOsW48mE5WrFj33hCxwcHhKEIVvb27z3/vu4nsf2zg5+uEFLyRgZDXtjsraXeIHDbDEmmze4vD7D3phoKZl6s0Yo+wQEGBkDe2PTarVYLGY4a5OdrSb3bh1QyGhUCmmKWZ31csH1xTkZVUUNAlzTpFbIsdtqsNuuI/sOy3GXwJpjjXsYvkPv+Almv4e/GrMe37DTLDMZXDIbXaPgMBnesFyOkX2PcONQLxXJaDL2csbo5oLAXiF7a3Q25HSZ+ahH9+IEZzUj2Fhiq+iadK9PUbUAXZdxXYtqvcRoMuTk7JharUK7LeSg9XqVdDpFPrJucV0H33cwzTmyKpFKG4SyRChrrB2Pb37rbd57+AHPnh2jSMJW+ubslOH1JfViHl1SWM0XeM6G+XRMqZChUSkyH3aRXIu8DuvZgNCaUU6rZDWf5eia/tVz7OWYjBaSVgMKhkZOVzCnIxR/g+w5FLUA1VsxuHqOHJjMhtfUKllyGRXZ31Ar5tClAFybUtbAt5dkUhB6JsvlkFI+xWo+JKUGrOZDTp49wlBAI0RyHKrlDK6zwFyOcW0TXQE5DBj2uhSMFOPuDZ1mk3a9CUGIqugU8iV2d/bRVMHPLRWKNGo1NEVBk2UyqRT7OzvUS0UCx2av00YJfFbTCYYiowQ+xUwaczYlb6TQZYnL42MMVeHO0T6GDIOrSzq1Kj/5h76Ab5nMh30U38WaT7EXE+azIflcCgmfwaDL/u4Wvasr3v7Ot7m6vKBcyvPGZ19lY63Y2Guy6RSZrJG0DsbqQ88LSKezpFJpJpMZjuOSz2aYTcYUclkyRorQ97DXJqHvkcukyaYNquUSliWg0q7vEyo6thcyN+0IwZfBcj3y5Qp6Jsv+rdt0dvdwHBfHcalW64CMLKtks3lkWSWVSnPnzh1M0+Ty8pIHDx587HXshdjm/8Jf/YUv/eF/7Q8Dwl8otmGOq+Be1PdZKpUIPJ9nz54JjFqtBojWqjt37nBxccH5+XlCl18sFjx48EpiqRH7Pd2+fTvRyk8mY3q9Hqqq8pnPfCah2H/xi1/kzTff5ObmhnfeeYdcLpcApavV6vcIAEajEZvNhnw+z+npKcVikd3dXarVKmdnZ8iyzN7eHpqmJqqVer3OdDJNevpiaPCTJ09YLgX+zvECwjAQUTgBd+/eodfvYtsWvV6XwUCICeaTCRvXQZGF9FUKfRarZZKrDcOQer0usIW2LSypI45jDNduNBrcu3cvcSmwbbHYF4pFHjx4IMAQvkcul6PbvWFra4vXXnstyZXGjpnNZhPDMOh2u+i6zvX19ffY6QqhxJpUKkWpVOKNNz4fVVOdyP9dNGD/yI/8CJvNJgIuq8k1sbRs1qZJGAT4nkvaMFiZKzKZtEh/rG0c2xI7FH8DoXhPwjBk44qUST6fZ7VacXZ2xsHBAWcnJyzmc1azMZIEh4eHFAqFRGKcy+Xo9bqi0JRKoWs65spE1zQODw6xLZtBf4C1tlgtlxipFNlMFkWWeeXBAxzboR9Zzezu7nJ2dsbe3h61Wo3BYMD+/n7S2hZLni3LSpCOMclsvV4ntuJAYmstttwZwjBM2uLi6NY0zcSZN5fLRVLKCXfu3qVerycAnnfeeYfFYsFoNGK1WiV90vP5HGsjdlAAG1uo48Kof9q2bVKamtg1l0ol0TYX8WULhQLtdjtxuogRkoZhYFkWvX4/gQbF3Texc0Rse57L5RK3iHw+T7FYSsQDiqKQy+UwTTOBqsTy71jtCMJlolqtCvn1apWoLfN5YUWTSqX4pb/3ix9rm/9CRKaxFxHA48ePGQwGZDKZBKwQa9kty2IwGFAsFhP/+slkgm3bvPfee3iel1iRrNdr8vk8s9kkQeJZlkk+n022e++88x0WiwXtdptyuZwwTWPy/Fe+8hXeffddarUazWaTQqGQLMqxXxKQAKmvr6/Z29uj0+kk9iKlUon9/X1R3X/+HMdxkgsul8+ytkz8wCOTTaOoMnpKQ09pbFwHb2NFVi0hihRwcXaMjM96NSf0XGrlEtm0jiJL6KqCrEAhlxEtQXqKwPWYDEdkUgY7nS1SqoZtrska6SSKh4BiMU8qJQpas9mE1WrB1labt976Js+PnzKbTygUc2iagu8Lh1NVVXny5EnSrB2fb6/XYzgc0m63mUwmic/V+fk5tVot6bpIpVIJwHiz2XB2dpJ0Wezt7TEeC6j34eFhdNMTzrPtVoNKuUja0JM2n9l4RNZIoRAyHg2YjIdY6xWjwYD5fIYqQy5jkNZTqJpMJpIR57NpJqMBuVyGXE70OTebokm+3+/heS6GIdIYghwm4Xkunufi+x6uu+Hp0ye47obDwwPqdZEDns9nzOczgsCn3+8xGPTZ2uqQy2UZDPrkcll0XePs7JTpdMJqtUxYtoqiMBgMmEwmIq2Ry3F0dMTOzo5wRY22u5PJJEkhxW6kzWYzeT6fzymVSty5c4darSbSIdFCJXyyhAX3cDhkPB4nFjaHh4ccHR0lopZqtUqpkItMA9dYlslqtWCzsfF9l1uH+9RqNTzPwzLXUWuYgJyYpolpmkIi6ziJY4TjOAkUSJIkarUalmUxGo1Yr9cC8pLJcOfOHez1mtlkQrvdFmzb0YjLy3NcV/A14v5r13UFYcs06Xa7SbpEUZQIudlksVgkdkG3b99OWLKxdc/HHS9EZPoX//Jf/NJnfuwzOI5DsykwbtfX1xQKBcrlMmEYiv7I2Tyh6ad14d8Sq4AMwxB9c4sF6/WaYrGIZVnUajXm8zlXV1dUKhVeeeUVhsNh4p8UR0qxICBevGOX01gkkMlkkj9OrN+PIxvbFpLOz372s/R6PcbjMfv7+8nF2m63I7AzEISEQUC1UoEQKuUy+Vye05MTrq+uMVcrNs6GwA9YzOYU81lymXTiPbWx1/iuQyGfQ5Fg2O8R+BuqlTK3jw6xbYurq0sajTqWtUZVFcrlEsVigeFwwGQyptGo422E2V6xWASE2VnMQIjVMJvNhsVyyePHj7Esi+2dncT8z3GcxCNqOp0mqqYYzmsYRsJM6Ha7CWxEGA6KqEQwXH0uLy+p1WrRYjNMzAJj5dn5+TmVSkWYrdkOgSdkhoos4bkuYRCgKgrWeg1hAGGIrmnomkI2k2Zra4vJZISmqeiqzpPHj5mOJxiGEbESRFW/Vi6RThs8fvw4ydVpmsYiwrPF/vBxgStmQzQajSgn6yfg7/j7juPw4MED5vN5oqLL5YT0dTqdJgDv2IanUCgkNYN8Pp9o8GMb5xjisVqtEscGQUhLJTjFODCwLCsxVKxWy4xGQ7K5PPl8HnNtsl6bHBzsk4pcGj744IPknGO7Hc/zkBQlAqcIkYe9toQiLrKg0VWN4UDY+ei6Tr1eZzgaMp1O6XQE9V+SPoQNxTnSSqWCkUoR+D6ObZPLimi+1WwyGY8xI0/71WpF4PuUyuXv+Sy67gbHEbuXfOQFJ0lSQo2K37tiscjBwQHValVwLSJc5ng8jvK/Apj0j/7hr/2rEZnGdhSz2Yx+v/89d2pDT5FNZxI5qWs7Sf/ih2+sm1SFmx/Bac1ms2TLGbuTxh/2J0+e8OTJk4SUFMvpjo+PAeEXFfv21Ot1zs7OGI1GiZjgtddeS5REh4eHCYA6n8/z/PlzZrMZu7u7jEYjsd0IQu7cuYOmaTx79oxiscgrr7zC22+/zde+9jUmk0nCCWi32+ztbuG5DvPZBGu9wEgpyFJIo15FCgO611cockClXOT27SOm0ylXV1fIsqi2xpGLLAt84Xw+J5PJJB+4uK82jhLiLeXV1VWyfVcUJZEdxoW8ZrP5PWStIAjY29tLZJKHh4eJ51GpJLB/McOyVhM+TPF2tte7Scz2NpsNr732Cvv7u8zn04j6FLK11abVagABl+fHhL6DLocooYfkb0gpIPkbHHOBLofIgYu1nKHIMJ2MePj+d8mk0wS+z3w+pdNpkctlKBZyqIrEVqdFIZ8lCHy+/vWvi77ZbJbOViuBan+4aGkRnekCRVGoVCoMh0O63S4Aw+EwsRFvNBrJltfzPK6vr9nZ2UmQjEdHR8nOyDRNWi1RZBsOP+zn1XVhlPfuu+8mTIhUKkWz2fxIoc3h4uKMarVMPp9lOOxzeLjP669/Bl1XOTgQposAg2GPZ8+fsFgsuLq6ivzlPWazCbu725jmkouLM6TIFHBnZ4tiMc/19aVQSxVy+IHL7naHvb0dstl05H4hoygS6/WKTqdFp9NiOh0zHg9xXQdNU1BVOYGoS1JIv9+lXhf94rFD8HQ6FQWlyLstlUrRarUiaxvRK/78+XPm8zlbW1sUCjkmkxGSFFKvV2m3mxwdHbCMWuA6HYFYjPmpsTPwaCTccqvVKjc3NwkZ6+OMFyIy/YW/8gtf+vGfepMwCNg4G8yVie/5Am4SVVpj3XHgeknVWJIkVqsVYRgmeZK46R5IVA3COiRPObqz2bZQw+zs7CSWHKenp0meKl54Y0aAruscHx+TyWRotVpJ/mY+nydN+nFlOKYazWYzVFXFtu0khdHtiorh9fU1k8mEQi7Pk8ePGfT7uBsXWZJxbAdFVqhVq/ieD2FIqViMjss0Gw0c28Zar1FkCce22bhC872J8paVSoVqtcp0Ok0IOvP5XPAuc4Iba1tWkuuM804f5RvEajQ9pSc3D9cV1i+GYSQR1Hw+Z39/P4nWCwVhaRFGTAPHcdjd3QXEB2Y0GnFxcUGn00ne293dHZ48eZqYFMa5tUajkUSx06kAmuiawmuvvoKqCkCILEGz2RAe9aZJEPqEYUC73aJYyKMqMreObvH8+FjQuba3ISKRxTi+OP3iOXaSo8tkjShyEYtkvOuxbTsRZcRODJZlMZlMkug5JhHFP2NZVpIXrFarCRYxjjJ3d3dZrVZJLjleUGazGZlMJonoS6VSImrRNC0RpXyU6auqqrBzaTQEODoSSgwGfTqdLfSUzmazodFsMJsJb7H1ep3ku+PdSfw313Wdp8+ekUqleHD/Poqi0LsW0Zy9tjg7PcNzXbyo3S/wfZarFbV6Dd/3k89B/Dn9aBSZSqVYzpcosoIEdG9uKBYK+J6PpmoEvo/nusiKIvyjPA8jCgCAZJ5BEDCZTHAc53t2quu1AOjEu9vRaESlUkkW17gjoFwuEwQBX/lH/++/nMhUkiRFkqS3JUn6tej535Ik6VSSpHeif69HxyVJkv6SJEnPJUn6riRJb/x+v3vjCvM327aTrVM6nU4iAkmScG2HVr3B1tYWH3zwQdIapWlaktAWJCXxpsVAg/jCT6UERzF+4+KWGEVRWK/XyQUYFzum02mSXwHR8qQoCs+ePUOWZcbjMd1ul1JJ0KXiBfXy8jLRwzcajWTRWUWFp36/T6/Xo1ISH7RGo8Ebb7yRfBBzuVyyyFXLRT7/uc9BIDTs2bSBKsviDh0GrFdLHGtN4HlCZbPZcP/+fYqVMtlslr29veTGUalUePDgQcJ/jb2g4gs8k8kkxC1FUWi1Wty7d09YbVtWvHFKJwAADB9JREFU4vo4Ho8TS+pnz54lea8YgVYoFJBlmfl8zs3NTeKAenp6mrSovP7660nE3mq18H2fSkXk7J49e4Jtr9naapPJGAwGPYLA49atQ774xZ/gJ958k+l4zOnxMbVKhYxhIAOaJLFazNms1yiSxPXlFYHvs9Xp8LWv/RbnJ6fgB1xenuN5GyqVEtcX5xSyGfa2tyjlc3Q6nWRhMQyDSqXCYrFIOBEx1DveqkqSlPRA7+/vJwCdIBAmvu+9957gv3Y6AMnNKG4LchyHg4MDnj9/Tq/Xi4p7XRRF4Wd+5mdoNps8efKE+XxOp9NJFuSPWndbloDKpFI6EOI4NrIsMRj0OTw8oFIpMx4LJ1ZNU5nNxA1WXPtSFMF1+cIXfpRUSmMw6JFOpyACXFuWSSZjMJ2OGQx6LBYzGo0amYyBJIesrRVB4DEc9plOx2iawspccHl5TqGQo1arMB4Pub6+ZDabkI0wi0HgCRZEVI+Ic8NxmslxnCRyHA2GiR37YrHg4HAPRZUw10sKxRzFUp5ypYiiStjOGnO9TLCOpVIJy7KwLIutra0E/BIX9dLpNLdu3UrgRR9n/EH6TP8s8AhhqBeP/zoMw1/8Ha/748Dt6N8XgL8Wff1dhyLLCUtUGM2pyLIMfoAUhChIBFEUats2b775ZpLcHo1GTCYTdnd32Ww2tFqtZDtvWRadTgfHcZI+uFwuR61WY7VakU6nefr0KQClUonZbJZsLUzTZDweJ1DoVCqVbBviRfbzn/88p6enDIdDHjx4QKPRSCxNgCTSiLfNW1tbLBYLXnvlVRaLBcPhkDt37iQdAHGeMoYRy7IcAa5F9XEV5ZDivs5SqSTyiK6LG9GrqtUqra0OKVXj5ORE/JGjfKZhGHQ6HQoF0fMYU8YFt1UQ1OPF1zAMvvrVr2JF0drFxQUhIpq4uLhAVdXEsrlQKDCZTJJIYTQaJaKFQqGQRKBxDtowDIZDIUPN5/Ocn58zn8/xPLFbiKk+sa0yiFzdb//2b9OMihXT6ZTlfM5oNEoKW/EHrndzg+u6QgRg24RBwBe/+EWurq7YWDar+YJOp8P+/j5Pnz7l9ddfF6Su8/Pk5jvoj5LcGpDc6GLL7WKxmNgMe57HYDBA13UODg5Yr9es1+skUoq3+vl8nt3dXb797W+TTqcJgoCvfvWrZDIZqtVq4tAQBEFCKJNlGdu2kxRUbBu92WyS93+1WhGEHiEhy5WZSKdtJ8vWtsh1xtdWnKKoRzf6uED0LIJg3759O4HnjMfjhDL21ltvcXV1hb8RgUK9VuP5s2es12vGAwGIUVM6i8UCRVPJRBJW13UJgoDPfOYzH1ow6zrL5ZLhcAiBkuSXtYhOFhct4+6ber2ObqS4vr5mtlhQLOWTvHVslQ2ws7OTFJ8ajQZpI894PBbS4WgXFYNvOp2O4Hbc3HB1dZV053yc8QMtppIkbQP/BvDfAX/u93n5nwL+98hE7+uSJJUkSWqHYdj9vX4oxn3FuZ34TY0dEuNo8eLigiAIuH37Nr/+679OvV6nWq0mDfuxCimODkEUDur1etSepLFcLr8nLRB7PCmKQrFYTP6wpVIpAZXEVet4Eb97926i1EqnBXg5/n/ifO9iscD3fa57XULP597t21SLJSYR5CKfz/Po0aNkkSwWiwwGg2QBubnpYdubJGoslUqJeCGbzbKzs4Oqqlzd3LDxPO7evcvu3h7n5+c8ei6aqeNzm0wmQrs8nwubjuEooaqnUsJt4Pr6Onmvf/VXf5W97R3K5TKjyZjucIBhGNS1apIqiWWYvu9/T/N7HLXFbSlapKYKgiCJiK+vhaXxeDxOfj6OAjOZDE+fPk0WkkqlQkrXubi4wFqtBAl+by/5O8UCi/Pz80RAkSsUgJDLy0uObt2iXq8yGg3Q9RxPnjxJLLvjrbLjOEiKLBaC6GYYFzvG43GyyJqmmVxf8f+dyWTo9Xr0ej2q1WoiConRcvGiWCwWk2JlfNOMVXKGYSRIuK2tLR49epSkjWJ/o9h5Il5M43TK1dUVqlYRdPno/Y8XmrioNRwOKRQKKJIAKEuISDnG08WmiDGvt1KpsL29nTj6WpZFvVLl+vqad95+m9OTEzqtNqvFEkVRuHf3ngAMXZzjBT61Wo2rq6sEQBS3L8VzBxlFkQXliA8tvOOunRiXF7d+FSVBE9NVNVE6SlGwEdunxzWKlC5A4dVqPflsxtX6Xq/HYDCg2WxSKpU4Pz8XIpkfgjvpD8QzlSTpF4H/HsgD/1UYhn9SkqS/BbwJOMCXgZ8Lw9CJ0gD/QxiGX41+9svAnw/D8K3f8Tv/DPBnoqevAu9/7LP5ZEcNGH3Sk/gY49P5f/LjZT+Hl33+d8MwzP/z/vDvG5lKkvQngUEYht+WJOmnPvKtnwd6gA78DYRb6X8LfD8DgH9mxQ7D8G9EP4ckSW99HCjrizBe9nP4dP6f/HjZz+Ffhfl/nJ//QQpQPwH8W5IknQH/J/DTkiT9nTAMu6EYDvA3+dCp9Ar4aDZ3G/j4wtdPx6fj0/HpeIHH77uYhmH482EYbodhuA/8LPDrYRj+B5IktUFU74F/mw+36b8C/IdRVf8PAfPfL1/66fh0fDo+HS/7+DjUqL8rSVIdsa1/B/hPouP/N/AngOfAGviPfoDf9c/d2/UCjZf9HD6d/yc/XvZz+P/1/F8IQ71Px6fj0/HpeNnHCyEn/XR8Oj4dn46XfXzii6kkSX9MkqQnkWLq5z7p+Xy/IUnS/yZJ0kCSpPc/cqwiSdI/kSTpWfS1HB3/AyvA/kUPSZJ2JEn6iiRJjyRJeihJ0p+Njr9M52BIkvRNSZLejc7hL0THDyRJ+kZ0Dn9fkiQ9Op6Knj+Pvr//Sc4/Ht9HSfjSzF+SpDNJkt6LFI9vRcdemmsIIOp7/0VJkh5Hn4c3f2jnEHMIP4l/gAIcA4eIFqt3gQef5Jx+l3n+JPAG8P5Hjv1PiN5agJ8D/sfo8Z8A/hEil/yHgG+8APNvA29Ej/PAU+DBS3YOEpCLHmvAN6K5/V/Az0bH/zrwn0aP/zPgr0ePfxb4+5/0OURz+XPA3wN+LXr+0swfOANqv+PYS3MNRfP628B/HD3WgdIP6xw+6RN7E/jHH3n+88DPf9Jv+O8y1/3fsZg+AdrR4zbwJHr8vwD//vd73YvyD/hl4F9/Wc8ByADfQciUR4D6O68n4B8Db0aP1eh10ic8722EwOWngV+LPqQv0/y/32L60lxDCCn86e98H39Y5/BJb/O3gMuPPL+Kjr0MoxlGLV/R10Z0/IU+p2i7+DlEZPdSnUO0RX4HGAD/BLGrmYVh6EUv+eg8k3OIvj8Hqv9yZ/zPjP8Z+G+AIHpe5eWafwj8P5IkfTtSMMLLdQ0dAkPgb0aplv9VkqQsP6Rz+KQX0x9ILfWSjRf2nCRJygH/APgvwjBc/F4v/T7HPvFzCMPQD8PwdUSE92PA/e/3sujrC3UO0keUhB89/H1e+kLOPxo/EYbhGwiY0X8uSdJP/h6vfRHnryLSdX8tDMPPASZiW/+7jT/QOXzSi+nLrJbqf0S40EZES/CCnpMkSRpiIf27YRj+UnT4pTqHeIRhOAN+A5HHKkmSFPdLf3SeyTlE3y8Ck3+5M/2e8c8oCRGR6ssyf8IwvIm+DoB/iLihvUzX0BVwFYbhN6Lnv4hYXH8o5/BJL6bfAm5HFU0dkWj/lU94Tj/o+BXgT0eP/zQiDxkff6EUYJIkSfD/tXO3KhFEUQDH/yepiKCCL7DFJgajQVAM5m1GH0PwEWxGs8HiC4hdBL81qMmg72C4hnsWF9F2YRz5/2CZ2TsTzlnunvniDIfAYyllf2xTn3JYiIjZXJ8CNqivhDwDhrnb9xxGuQ2pnXudnRmVnzsJt+lJ/BExHREzo3Vgk9r12Js5VEp5B14jYjGH1oEHWuXQ5Q3hnBtb1KfLL8Bu1/H8EuMR8AZ8UI9WO9T7V6fAUy7nc98ADjKfW2DlD8S/Sr08uaF2q13l796nHJaAy8zhDtjL8QFwTu24OwYmcnwyvz/n9kHXOYzlssbX0/xexJ9xXufnfvRf7dMcyriWgYucRyfAXKsc7ICSpAa6vsyXpH/BYipJDVhMJakBi6kkNWAxlaQGLKaS1IDFVJIasJhKUgOfwdwiVs0LWI4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.imshow(target[:,:,::-1]) \n",
    "plt.show()\n",
    "\n",
    "out_dir = 'figs'\n",
    "cv2.imwrite(path.join(out_dir, \"possion1.png\"), target)"
   ]
  },
  {
   "cell_type": "markdown",
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    "# Reference\n",
    "\n",
    "Patrick Pérez, Michel Gangnet, and Andrew Blake. 2003. *Poisson image editing*. ACM Trans. Graph. 22, 3 (July 2003), 313-318. DOI: https://doi.org/10.1145/882262.882269"
   ]
  }
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